{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyfpgrowth\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "import fp_growth_py3 as fpg\n",
    "import matplotlib.pyplot as plt\n",
    "import pylab as pl\n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 数据预处理\n",
    "从文件中读取数据集，对related_same_month_brand属性进行关联规则挖掘。\n",
    "数据预处理主要是丢弃丢失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'Marathon Petroleum',\n",
       "  'Shell Oil',\n",
       "  'Waffle House',\n",
       "  'SUBWAY',\n",
       "  'Publix Super Markets',\n",
       "  'Circle K Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Chevron',\n",
       "  'Taco Bell',\n",
       "  'Cracker Barrel',\n",
       "  \"Jack's Family Restaurants\"],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  \"Jack's Family Restaurants\"],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Marathon Petroleum',\n",
       "  'Chick-fil-A',\n",
       "  'Waffle House',\n",
       "  'Sonic',\n",
       "  \"Hardee's\",\n",
       "  'Publix Super Markets',\n",
       "  \"America's Thrift Store\"],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  \"America's Thrift Store\",\n",
       "  'Taco Bell',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Sonic',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'Shell Oil',\n",
       "  'Burger King US',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  \"Arby's\"],\n",
       " [\"Jack's Family Restaurants\",\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  \"America's Thrift Store\",\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Waffle House',\n",
       "  'Sonic'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Holiday Station',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'SUBWAY',\n",
       "  \"Papa Murphy's\",\n",
       "  'Carrs',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  \"Denny's\",\n",
       "  'mcdonalds',\n",
       "  'ConocoPhillips',\n",
       "  'Burger King US',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Ace Hardware'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell'],\n",
       " [\"Fry's Food & Drug Stores\",\n",
       "  'Circle K Stores',\n",
       "  'starbucks',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Shell Oil',\n",
       "  'The Home Depot',\n",
       "  'Walgreens'],\n",
       " ['Circle K Stores',\n",
       "  'QuikTrip',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'Taco Bell'],\n",
       " ['Circle K Stores',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'walmart',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Jack in the Box',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Walgreens',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Shell Oil',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Pilot Travel Centers',\n",
       "  'QuikTrip',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Valero Energy',\n",
       "  'Taco Bell',\n",
       "  'Murphy USA',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  \"fred's\"],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'Valero Energy',\n",
       "  \"Brookshire's Grocery Company\",\n",
       "  'Exxon Mobil',\n",
       "  'Dollar Tree',\n",
       "  'Health Mart',\n",
       "  'Taco Bell',\n",
       "  'mcdonalds'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  \"Casey's General Stores\",\n",
       "  'Taco Bell',\n",
       "  'Harps Food Store',\n",
       "  'Murphy USA',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  \"Sam's Club\"],\n",
       " ['Sonic',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Valero Energy',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  '76',\n",
       "  'walmart'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Taco Bell',\n",
       "  'ARCO',\n",
       "  'Shell Oil',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Fastrip',\n",
       "  'Kmart',\n",
       "  'Taco Bell',\n",
       "  'starbucks',\n",
       "  \"Denny's\"],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'ARCO',\n",
       "  'SUBWAY',\n",
       "  'Ralphs',\n",
       "  'Jack in the Box'],\n",
       " ['ARCO',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'In-N-Out Burger',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  '99 Cents Only Stores'],\n",
       " ['mcdonalds',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Food 4 Less',\n",
       "  '99 Cents Only Stores',\n",
       "  'Target'],\n",
       " ['ARCO'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'Safeway',\n",
       "  'ARCO'],\n",
       " ['starbucks',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Del Taco',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box'],\n",
       " ['ARCO',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Del Taco',\n",
       "  'Target',\n",
       "  'In-N-Out Burger'],\n",
       " ['starbucks',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Del Taco'],\n",
       " ['walmart',\n",
       "  'ARCO',\n",
       "  'starbucks',\n",
       "  'Del Taco',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'Circle K Stores',\n",
       "  'TCBY'],\n",
       " ['starbucks',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'Del Taco'],\n",
       " ['starbucks',\n",
       "  'ARCO',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Jack in the Box',\n",
       "  'Del Taco',\n",
       "  'In-N-Out Burger',\n",
       "  'Chevron',\n",
       "  'Target'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Taco Bell',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Shell Oil'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  '7-Eleven US'],\n",
       " ['7-Eleven US',\n",
       "  'walmart',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'ARCO',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  '99 Cents Only Stores'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'Vons',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'Vons',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'ARCO'],\n",
       " ['Safeway',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  'Walgreens',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY'],\n",
       " ['Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  \"Trader Joe's\"],\n",
       " ['Chevron',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Jack in the Box',\n",
       "  'Target',\n",
       "  'ARCO'],\n",
       " ['walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'Target',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US',\n",
       "  'In-N-Out Burger',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'Safeway',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Michaels Stores',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'GameStop'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Taco Bell',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'Save Mart Supermarkets'],\n",
       " ['Chevron', 'Vons', 'In-N-Out Burger'],\n",
       " ['starbucks',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'Goodwill Industries',\n",
       "  'Taco Bell',\n",
       "  'Safeway',\n",
       "  'mcdonalds'],\n",
       " ['King Soopers',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'ConocoPhillips',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Walgreens',\n",
       "  'Chipotle Mexican Grill',\n",
       "  'Shell Oil'],\n",
       " ['King Soopers',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'ConocoPhillips',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  '7-Eleven US'],\n",
       " ['King Soopers',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'ConocoPhillips',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\",\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'ConocoPhillips',\n",
       "  'Kum & Go',\n",
       "  'King Soopers',\n",
       "  'Safeway',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'ConocoPhillips',\n",
       "  \"Loaf 'N Jug\",\n",
       "  'Kum & Go',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'King Soopers',\n",
       "  'Safeway',\n",
       "  'Taco Bell'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'Shell Oil',\n",
       "  'starbucks',\n",
       "  'Mobil',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'Whole Foods Market'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Cumberland Farms',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'Mobil',\n",
       "  'T.J. Maxx',\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'Shell Oil',\n",
       "  'Cumberland Farms',\n",
       "  'starbucks'],\n",
       " ['starbucks',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Giant Food Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Chipotle Mexican Grill',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Safeway'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Publix Super Markets',\n",
       "  'Waffle House',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'Winn Dixie'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  'Shell Oil',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Walgreens',\n",
       "  '7-Eleven US',\n",
       "  'Mobil',\n",
       "  'Marathon Petroleum',\n",
       "  'Shell Oil'],\n",
       " ['Publix Super Markets',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  'Mobil',\n",
       "  'Chevron',\n",
       "  'The Home Depot'],\n",
       " ['Navy Exchange',\n",
       "  'walmart',\n",
       "  'Publix Super Markets',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'Tom Thumb',\n",
       "  'Circle K Stores',\n",
       "  'Waffle House',\n",
       "  'mcdonalds'],\n",
       " ['walmart',\n",
       "  'Navy Exchange',\n",
       "  'Publix Super Markets',\n",
       "  'Shell Oil',\n",
       "  'Tom Thumb',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  'CITGO Petroleum'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'Marathon Petroleum',\n",
       "  'Publix Super Markets',\n",
       "  'CVS'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Publix Super Markets',\n",
       "  'Wawa',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'RaceTrac',\n",
       "  'SUBWAY',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Wawa',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil',\n",
       "  'RaceTrac',\n",
       "  'Walgreens',\n",
       "  'Dollar General'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Pollo Tropical',\n",
       "  'Burger King US',\n",
       "  'The Home Depot'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'CVS',\n",
       "  'The Home Depot',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Wawa',\n",
       "  'Chick-fil-A',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Circle K Stores'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Shell Oil',\n",
       "  'Dollar Tree',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Chick-fil-A',\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'Wawa',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  'RaceTrac'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  \"Zaxby's\",\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  \"Hardee's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Chevron',\n",
       "  'Waffle House',\n",
       "  'SUBWAY'],\n",
       " ['Chevron',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Kroger',\n",
       "  'Family Dollar Stores',\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\"],\n",
       " ['QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Kroger',\n",
       "  'RaceTrac',\n",
       "  'Shell Oil',\n",
       "  'Waffle House',\n",
       "  'Chevron'],\n",
       " ['Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Kroger',\n",
       "  'Publix Super Markets',\n",
       "  \"Wendy's\",\n",
       "  'Waffle House'],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'RaceTrac',\n",
       "  'Waffle House',\n",
       "  \"Wendy's\",\n",
       "  'Kroger'],\n",
       " ['Chick-fil-A',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'RaceTrac',\n",
       "  'Waffle House',\n",
       "  \"Zaxby's\",\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Waffle House',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Chevron',\n",
       "  'Publix Super Markets',\n",
       "  'Dollar General'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'CITGO Petroleum',\n",
       "  'mcdonalds',\n",
       "  'Dairy Queen',\n",
       "  \"Zaxby's\",\n",
       "  \"Wendy's\",\n",
       "  'PetSmart'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  \"Zaxby's\",\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'Waffle House',\n",
       "  'BP',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'Waffle House',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Family Dollar Stores'],\n",
       " ['Target',\n",
       "  'walmart',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Good Neighbor Pharmacy',\n",
       "  'Pizza Hut',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'The Home Depot',\n",
       "  'Shell Oil'],\n",
       " ['ConocoPhillips',\n",
       "  'walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'The Home Depot',\n",
       "  'Ace Hardware',\n",
       "  'Chevron',\n",
       "  'Good Neighbor Pharmacy',\n",
       "  'United States Postal Service (USPS)'],\n",
       " ['starbucks',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  'Jewel-Osco',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Potbelly Sandwich Works'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'Jewel-Osco',\n",
       "  'BP',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  'Jewel-Osco',\n",
       "  'SUBWAY',\n",
       "  'Target',\n",
       "  'Shell Oil'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Jewel-Osco',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Costco Wholesale Corp.',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'BP'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  'Jewel-Osco',\n",
       "  'SUBWAY',\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Jewel-Osco',\n",
       "  'BP',\n",
       "  \"Portillo's Restaurants\",\n",
       "  'Shell Oil'],\n",
       " ['Jewel-Osco',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Shell Oil',\n",
       "  'Speedway',\n",
       "  \"Portillo's Restaurants\"],\n",
       " [\"Casey's General Stores\",\n",
       "  'BP',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Hy-Vee',\n",
       "  \"Menard's\",\n",
       "  'Phillips 66',\n",
       "  'Dairy Queen',\n",
       "  \"Culver's\"],\n",
       " ['starbucks',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Jewel-Osco',\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  \"Mariano's\",\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'Phillips 66',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  \"Hardee's\",\n",
       "  'Taco Bell'],\n",
       " ['mcdonalds',\n",
       "  'Mobil',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  \"Culver's\",\n",
       "  'SUBWAY',\n",
       "  \"Menard's\",\n",
       "  'Taco Bell',\n",
       "  'Target',\n",
       "  'Schnucks'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'CVS',\n",
       "  'Marathon Petroleum',\n",
       "  'Rural King'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Goodwill Industries',\n",
       "  'Dollar General',\n",
       "  'Marathon Petroleum',\n",
       "  'BP',\n",
       "  'Speedway',\n",
       "  'Taco Bell',\n",
       "  'Burger King US',\n",
       "  'Dairy Queen'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'CVS',\n",
       "  'Meijer',\n",
       "  'Target',\n",
       "  \"Steak 'n Shake\",\n",
       "  'Chick-fil-A'],\n",
       " ['Speedway',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  'Marathon Petroleum',\n",
       "  'CVS',\n",
       "  'Meijer',\n",
       "  'BP',\n",
       "  'Dollar General',\n",
       "  \"Steak 'n Shake\"],\n",
       " ['mcdonalds',\n",
       "  'Meijer',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'Marathon Petroleum',\n",
       "  'Phillips 66',\n",
       "  'Taco Bell',\n",
       "  'Burger King US',\n",
       "  'Goodwill Industries',\n",
       "  'SUBWAY'],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Kwik Trip',\n",
       "  'SUBWAY',\n",
       "  'Hy-Vee',\n",
       "  'BP',\n",
       "  'Pilot Travel Centers',\n",
       "  \"Menard's\",\n",
       "  'Fareway Stores'],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  \"Menard's\",\n",
       "  'BP',\n",
       "  \"Culver's\",\n",
       "  'Hy-Vee',\n",
       "  'Fareway Stores'],\n",
       " ['Hy-Vee',\n",
       "  \"Casey's General Stores\",\n",
       "  'Kum & Go',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Walgreens',\n",
       "  'SUBWAY',\n",
       "  \"Menard's\",\n",
       "  'Pancheros'],\n",
       " [\"Casey's General Stores\",\n",
       "  'Dollar General',\n",
       "  'walmart',\n",
       "  'Hy-Vee',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  \"Menard's\",\n",
       "  'Fareway Stores',\n",
       "  'Good Neighbor Pharmacy',\n",
       "  \"Hardee's\"],\n",
       " [\"Casey's General Stores\",\n",
       "  'Hy-Vee',\n",
       "  'Kum & Go',\n",
       "  'QuikTrip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Fareway Stores',\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'Hy-Vee',\n",
       "  'mcdonalds',\n",
       "  'Kum & Go',\n",
       "  'Fareway Stores',\n",
       "  'SUBWAY',\n",
       "  'Target',\n",
       "  \"Menard's\",\n",
       "  \"Culver's\"],\n",
       " ['Dillons Supermarkets', \"Casey's General Stores\", 'ConocoPhillips', 'Sonic'],\n",
       " ['walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Kwik Shop',\n",
       "  'Dillons Supermarkets',\n",
       "  'Dollar General',\n",
       "  'Pizza Hut',\n",
       "  'SUBWAY',\n",
       "  'Dairy Queen'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'Taco Bell',\n",
       "  'Kroger',\n",
       "  'Dollar Tree',\n",
       "  'Family Dollar Stores',\n",
       "  'Marathon Petroleum'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Marathon Petroleum',\n",
       "  'mcdonalds',\n",
       "  'Dairy Queen',\n",
       "  'Shell Oil',\n",
       "  \"Hardee's\",\n",
       "  'SUBWAY',\n",
       "  'Dollar Tree',\n",
       "  'Walgreens'],\n",
       " ['Marathon Petroleum', 'Kroger'],\n",
       " ['Sonic',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Walgreens',\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Family Dollar Stores',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  \"Wendy's\",\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'Cricket Wireless',\n",
       "  'Dollar General'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'RaceTrac',\n",
       "  'Good Neighbor Pharmacy'],\n",
       " ['Hannaford Supermarkets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Irving Oil',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'CITGO Petroleum',\n",
       "  'Dollar Tree',\n",
       "  'Dollar General',\n",
       "  'Circle K Stores',\n",
       "  'Sunoco'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Hannaford Supermarkets',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Cumberland Farms',\n",
       "  'Target'],\n",
       " ['Hannaford Supermarkets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Cumberland Farms',\n",
       "  'walmart',\n",
       "  'Irving Oil',\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'CITGO Petroleum',\n",
       "  'SUBWAY',\n",
       "  'Market Basket'],\n",
       " ['Royal Farms',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Rite Aid',\n",
       "  'CVS',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil'],\n",
       " ['Royal Farms',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'SUBWAY',\n",
       "  'Wawa',\n",
       "  'Giant Food Stores',\n",
       "  'Target'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Giant Food Stores',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  'Exxon Mobil',\n",
       "  'Tesla Motors',\n",
       "  'Shell Oil',\n",
       "  'Sunoco'],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'Giant Food Stores',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Chick-fil-A'],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Giant Food Stores',\n",
       "  \"Wendy's\",\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['Royal Farms',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  \"Dunkin' Donuts\",\n",
       "  '7-Eleven US',\n",
       "  'Food Lion',\n",
       "  'Dollar General'],\n",
       " ['Royal Farms',\n",
       "  'Wawa',\n",
       "  \"Lowe's\",\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'United States Postal Service (USPS)'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'Stop & Shop',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'Mobil',\n",
       "  \"Wendy's\",\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'Market Basket',\n",
       "  'CVS',\n",
       "  'Whole Foods Market',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Mobil',\n",
       "  'The Home Depot',\n",
       "  'Target'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Stop & Shop',\n",
       "  'Cumberland Farms',\n",
       "  'SUBWAY',\n",
       "  'Sunoco',\n",
       "  'Dollar Tree',\n",
       "  'Big Y Foods'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Cumberland Farms',\n",
       "  'Stop & Shop',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'Big Y Foods',\n",
       "  'Mobil',\n",
       "  'The Home Depot',\n",
       "  'Sunoco'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Market Basket',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Olympia Sports',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Mobil',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  'Hallmark Cards',\n",
       "  'Cumberland Farms'],\n",
       " [\"Dunkin' Donuts\", 'Market Basket', 'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'Market Basket',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Mobil',\n",
       "  'starbucks',\n",
       "  'Dollar Tree',\n",
       "  'Walgreens'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Market Basket',\n",
       "  'Mobil',\n",
       "  'starbucks',\n",
       "  'Cumberland Farms',\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'T.J. Maxx',\n",
       "  'Anytime Fitness'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'starbucks',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  \"BJ's Optical\",\n",
       "  'T.J. Maxx',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Cumberland Farms',\n",
       "  'Target',\n",
       "  'T.J. Maxx',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'The Home Depot',\n",
       "  \"Wendy's\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'walmart',\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'Market Basket',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'Target',\n",
       "  'Dollar Tree'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'Stop & Shop',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Cumberland Farms'],\n",
       " ['Shopko', 'BP', 'Holiday Station', 'walmart', 'Auto Wares', 'Shell Oil'],\n",
       " ['Meijer',\n",
       "  'Speedway',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Kroger',\n",
       "  'SUBWAY',\n",
       "  'Auto Wares',\n",
       "  'BIGGBY COFFEE',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\"],\n",
       " ['Kroger',\n",
       "  'Meijer',\n",
       "  'mcdonalds',\n",
       "  'Tim Hortons',\n",
       "  'Target',\n",
       "  'Speedway',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Mobil',\n",
       "  'walmart'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'Meijer',\n",
       "  'BP',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY',\n",
       "  'Speedway',\n",
       "  'Tim Hortons'],\n",
       " ['mcdonalds',\n",
       "  'Meijer',\n",
       "  'Marathon Petroleum',\n",
       "  'Tim Hortons',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Kroger',\n",
       "  'walmart',\n",
       "  'Taco Bell',\n",
       "  'CVS'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'Meijer',\n",
       "  'BP',\n",
       "  'Mobil',\n",
       "  'Marathon Petroleum',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'Tim Hortons',\n",
       "  'Speedway'],\n",
       " ['mcdonalds',\n",
       "  'BP',\n",
       "  'Mobil',\n",
       "  'Marathon Petroleum',\n",
       "  'Meijer',\n",
       "  'Kroger',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'Family Dollar Stores',\n",
       "  'Health Mart'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Speedway',\n",
       "  'The Home Depot',\n",
       "  'Tim Hortons',\n",
       "  'starbucks',\n",
       "  'Meijer'],\n",
       " ['Holiday Station',\n",
       "  'Kwik Trip',\n",
       "  'walmart',\n",
       "  \"Menard's\",\n",
       "  'Caribou Coffee',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'SuperAmerica',\n",
       "  'Dairy Queen',\n",
       "  'Mills Fleet Farm'],\n",
       " ['Hy-Vee',\n",
       "  \"Casey's General Stores\",\n",
       "  'Shopko',\n",
       "  'mcdonalds',\n",
       "  'Minnesota DMV',\n",
       "  'Do It Best',\n",
       "  'SuperAmerica',\n",
       "  'walmart',\n",
       "  'Kwik Trip',\n",
       "  'Dairy Queen'],\n",
       " ['Kwik Trip',\n",
       "  'SUBWAY',\n",
       "  \"Menard's\",\n",
       "  'walmart',\n",
       "  'Mills Fleet Farm',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Target',\n",
       "  \"Casey's General Stores\",\n",
       "  \"Culver's\"],\n",
       " ['Holiday Station',\n",
       "  'Target',\n",
       "  'Caribou Coffee',\n",
       "  'mcdonalds',\n",
       "  'Cub Foods',\n",
       "  'SuperAmerica',\n",
       "  'Kwik Trip',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Walgreens'],\n",
       " ['Holiday Station',\n",
       "  'Target',\n",
       "  'Caribou Coffee',\n",
       "  'SuperAmerica',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Cub Foods',\n",
       "  'Kwik Trip',\n",
       "  \"Menard's\",\n",
       "  'Walgreens'],\n",
       " ['United States Postal Service (USPS)',\n",
       "  'Dairy Queen',\n",
       "  'Hardware Hank',\n",
       "  'The American Legion',\n",
       "  'mcdonalds',\n",
       "  'Holiday Station',\n",
       "  'Maytag',\n",
       "  \"Menard's\",\n",
       "  'Tesoro',\n",
       "  'walmart'],\n",
       " ['Holiday Station',\n",
       "  \"Coborn's\",\n",
       "  'Mills Fleet Farm',\n",
       "  'Kwik Trip',\n",
       "  \"Casey's General Stores\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  \"fred's\",\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Casey's General Stores\",\n",
       "  'Phillips 66',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'ConocoPhillips',\n",
       "  'Goodwill Industries',\n",
       "  'Mobil',\n",
       "  'Taco Bell'],\n",
       " ['QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'Sonic',\n",
       "  'Price Chopper',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Walgreens',\n",
       "  \"Casey's General Stores\"],\n",
       " ['Phillips 66',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Burger King US',\n",
       "  'Taco Bell',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'BP'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Casey's General Stores\",\n",
       "  'Dollar General',\n",
       "  'Phillips 66',\n",
       "  'Sonic',\n",
       "  \"Menard's\",\n",
       "  'SUBWAY',\n",
       "  'Hy-Vee',\n",
       "  'Taco Bell'],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Hy-Vee',\n",
       "  'Sonic',\n",
       "  'Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'Taco Bell'],\n",
       " ['Schnucks',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Phillips 66',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'Dierbergs Markets'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Schnucks',\n",
       "  'Taco Bell',\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  \"Steak 'n Shake\"],\n",
       " ['QuikTrip',\n",
       "  'Family Dollar Stores',\n",
       "  'Schnucks',\n",
       "  'Phillips 66',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'Mobil',\n",
       "  'Walgreens',\n",
       "  'White Castle',\n",
       "  'walmart'],\n",
       " ['SmartStyle Family Hair Salons',\n",
       "  'ConocoPhillips',\n",
       "  'mcdonalds',\n",
       "  'Albertsons Market',\n",
       "  'walmart',\n",
       "  'Holiday Station',\n",
       "  'starbucks',\n",
       "  \"Sam's Club\",\n",
       "  'TownPump Convenience Stores',\n",
       "  'Exxon Mobil'],\n",
       " ['TownPump Convenience Stores',\n",
       "  'ConocoPhillips',\n",
       "  'Exxon Mobil',\n",
       "  'Associated Food Stores',\n",
       "  'Hardware Hank',\n",
       "  'CARQUEST Auto Parts',\n",
       "  'SUBWAY',\n",
       "  'IGA (Independent Grocers Alliance)',\n",
       "  'Ace Hardware',\n",
       "  'Dairy Queen'],\n",
       " ['Sinclair Oil',\n",
       "  \"Casey's General Stores\",\n",
       "  'mcdonalds',\n",
       "  'United States Postal Service (USPS)',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Shopko',\n",
       "  'Runza',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen'],\n",
       " ['Hy-Vee',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Kum & Go',\n",
       "  'Walgreens',\n",
       "  'Kwik Shop',\n",
       "  'Phillips 66',\n",
       "  'Taco Bell',\n",
       "  'BP',\n",
       "  'QuikTrip'],\n",
       " ['Hy-Vee',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Phillips 66',\n",
       "  'mcdonalds',\n",
       "  'Runza',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  'Amigos/Kings Classic'],\n",
       " ['walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Pilot Travel Centers',\n",
       "  'Phillips 66',\n",
       "  'Sinclair Oil',\n",
       "  'Shell Oil',\n",
       "  'Dollar General'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Market Basket',\n",
       "  'Hannaford Supermarkets',\n",
       "  'mcdonalds',\n",
       "  'Mobil',\n",
       "  'walmart',\n",
       "  'CVS',\n",
       "  'The Home Depot',\n",
       "  'Hallmark Cards',\n",
       "  'Rite Aid'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'ShopRite',\n",
       "  'Hallmark Cards',\n",
       "  'Tesla Motors',\n",
       "  'Target',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Burger King US',\n",
       "  'CVS'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'Tesla Motors',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Urban Edge Properties',\n",
       "  'Dollar Tree',\n",
       "  'Stop & Shop',\n",
       "  'Exxon Mobil',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Burger King US',\n",
       "  'Exxon Mobil',\n",
       "  'Hallmark Cards',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'BP',\n",
       "  'ShopRite',\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'ShopRite',\n",
       "  'Tesla Motors',\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  '7-Eleven US',\n",
       "  'T.J. Maxx',\n",
       "  'Exxon Mobil'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'ShopRite',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar Tree',\n",
       "  'Rite Aid',\n",
       "  \"Wendy's\"],\n",
       " ['Wawa',\n",
       "  'ShopRite',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'The Home Depot',\n",
       "  'Pet Valu',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Exxon Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'ShopRite',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Dollar General',\n",
       "  'Panera Bread',\n",
       "  'walmart',\n",
       "  'starbucks'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'ShopRite',\n",
       "  'Staples',\n",
       "  'Target',\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'Dollar Tree'],\n",
       " ['Wawa',\n",
       "  'ShopRite',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'CVS',\n",
       "  'Walgreens',\n",
       "  \"Wendy's\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'starbucks',\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'T.J. Maxx',\n",
       "  'Pet Valu',\n",
       "  \"Wendy's\",\n",
       "  'mcdonalds',\n",
       "  'Staples'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'Stop & Shop',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'CVS',\n",
       "  'The Home Depot',\n",
       "  'Target'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Sunoco',\n",
       "  'Weis Markets',\n",
       "  'walmart',\n",
       "  'CVS',\n",
       "  'Wegmans Food Markets',\n",
       "  'Urban Edge Properties',\n",
       "  'SUBWAY',\n",
       "  'Price Chopper'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  'Sunoco',\n",
       "  'Burger King US',\n",
       "  \"Wendy's\",\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'TravelCenters of America'],\n",
       " ['Tim Hortons',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Wegmans Food Markets',\n",
       "  'mcdonalds',\n",
       "  'Kwik Fill',\n",
       "  'Dollar Tree',\n",
       "  'Tops Friendly Markets',\n",
       "  'Burger King US',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Mobil',\n",
       "  'Stop & Shop',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Sunoco',\n",
       "  \"Stewart's Shops\",\n",
       "  'Rite Aid',\n",
       "  'The Home Depot',\n",
       "  'CVS'],\n",
       " ['Tim Hortons',\n",
       "  'Wegmans Food Markets',\n",
       "  'Tops Friendly Markets',\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'walmart',\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  \"Stewart's Shops\",\n",
       "  'mcdonalds',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Sunoco',\n",
       "  'walmart',\n",
       "  'Cumberland Farms',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Rite Aid',\n",
       "  'SUBWAY',\n",
       "  'Burger King US',\n",
       "  'Baskin Robbins',\n",
       "  '7-Eleven US',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'Burger King US',\n",
       "  'Baskin Robbins',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY',\n",
       "  'CVS'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  'Chipotle Mexican Grill',\n",
       "  '7-Eleven US',\n",
       "  'CVS'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'Family Dollar Stores',\n",
       "  'Burger King US',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  \"BJ's Wholesale Club\"],\n",
       " ['Wegmans Food Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'Hallmark Cards',\n",
       "  'Tim Hortons',\n",
       "  \"BJ's Optical\",\n",
       "  'Dollar Tree',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'Stop & Shop',\n",
       "  '7-Eleven US',\n",
       "  'CVS',\n",
       "  'Baskin Robbins',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'Rite Aid'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'walmart',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'CVS',\n",
       "  'The Home Depot',\n",
       "  'Burger King US',\n",
       "  '7-Eleven US',\n",
       "  \"BJ's Optical\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  '7-Eleven US',\n",
       "  'Baskin Robbins',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'Stop & Shop',\n",
       "  'Dollar Tree',\n",
       "  'Petland Discounts'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'mcdonalds',\n",
       "  'ShopRite',\n",
       "  'Baskin Robbins',\n",
       "  'Target',\n",
       "  'Speedway'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'Big Lots Stores',\n",
       "  'Spirit Halloween',\n",
       "  \"Stewart's Shops\",\n",
       "  'Rite Aid',\n",
       "  'Dollar General',\n",
       "  'Dollar Tree'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wegmans Food Markets',\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'Kinney Drugs',\n",
       "  'Circle K Stores',\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'Target'],\n",
       " ['Wegmans Food Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Kinney Drugs',\n",
       "  'Tops Friendly Markets',\n",
       "  'Rite Aid',\n",
       "  'Target',\n",
       "  'ALDI',\n",
       "  'mcdonalds',\n",
       "  \"Stewart's Shops\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  'Burger King US',\n",
       "  '7-Eleven US',\n",
       "  'CVS'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  'Rite Aid',\n",
       "  'Baskin Robbins',\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'Burger King US',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Baskin Robbins',\n",
       "  'The Home Depot',\n",
       "  'Rite Aid',\n",
       "  'Burger King US',\n",
       "  \"BJ's Wholesale Club\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'BP',\n",
       "  'Baskin Robbins',\n",
       "  'CVS',\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'BP',\n",
       "  '7-Eleven US',\n",
       "  'Stop & Shop',\n",
       "  'Baskin Robbins',\n",
       "  'SUBWAY',\n",
       "  'Mobil'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Cumberland Farms',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Dollar Tree',\n",
       "  'SUBWAY',\n",
       "  'Sunoco',\n",
       "  'Rite Aid'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Sunoco',\n",
       "  'Mobil',\n",
       "  'SUBWAY',\n",
       "  \"Stewart's Shops\",\n",
       "  'Cumberland Farms',\n",
       "  'CVS',\n",
       "  'starbucks'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ShopRite',\n",
       "  'Stop & Shop',\n",
       "  \"Dave & Buster's\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Party City',\n",
       "  'starbucks'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Hannaford Supermarkets',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Price Chopper',\n",
       "  'Rite Aid',\n",
       "  \"Lowe's\",\n",
       "  'Cumberland Farms'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Cumberland Farms',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Price Chopper',\n",
       "  'Sunoco',\n",
       "  'Dollar Tree',\n",
       "  'CVS',\n",
       "  'Hannaford Supermarkets'],\n",
       " ['mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'walmart',\n",
       "  \"Stewart's Shops\",\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'Burger King US',\n",
       "  'Pilot Travel Centers',\n",
       "  'Dollar Tree'],\n",
       " ['7-Eleven US',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Stop & Shop',\n",
       "  'Dollar Tree',\n",
       "  'Speedway',\n",
       "  'BP'],\n",
       " ['7-Eleven US',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'Stop & Shop',\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  'Target'],\n",
       " ['7-Eleven US',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Stop & Shop',\n",
       "  'King Kullen Grocery Co.',\n",
       "  'Speedway',\n",
       "  'Best Market',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Wegmans Food Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Tops Friendly Markets',\n",
       "  \"Lowe's\",\n",
       "  'Dollar General',\n",
       "  \"Applebee's\",\n",
       "  'Rite Aid'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  \"Bojangles'\",\n",
       "  \"Hardee's\",\n",
       "  \"Lowe's\",\n",
       "  'Food Lion',\n",
       "  'Chick-fil-A',\n",
       "  'Sheetz'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  \"Bojangles'\",\n",
       "  \"Wendy's\",\n",
       "  'Exxon Mobil',\n",
       "  'BP'],\n",
       " ['walmart',\n",
       "  'Food Lion',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  \"Hardee's\",\n",
       "  'Speedway',\n",
       "  'Exxon Mobil'],\n",
       " ['mcdonalds',\n",
       "  'Sheetz',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  \"Bojangles'\",\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Dollar Tree',\n",
       "  'SUBWAY'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  \"Bojangles'\",\n",
       "  'Food Lion',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Sheetz',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Ingles Markets',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Einstein Brothers',\n",
       "  \"Bojangles'\",\n",
       "  'starbucks',\n",
       "  'Dollar General',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  'Family Dollar Stores',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  \"Bojangles'\",\n",
       "  'QuikTrip',\n",
       "  'Exxon Mobil',\n",
       "  'BP',\n",
       "  'Food Lion',\n",
       "  'Circle K Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'QuikTrip',\n",
       "  \"Bojangles'\",\n",
       "  'Circle K Stores',\n",
       "  'Family Dollar Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'BP'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\",\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'QuikTrip'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Food Lion',\n",
       "  \"Lowe's\",\n",
       "  \"Bojangles'\",\n",
       "  'Speedway',\n",
       "  'Exxon Mobil',\n",
       "  'BP',\n",
       "  'Handy Mart',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Food Lion',\n",
       "  \"Lowe's\",\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Exxon Mobil',\n",
       "  'Speedway'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  \"Bojangles'\",\n",
       "  'Sheetz',\n",
       "  'Chick-fil-A',\n",
       "  \"Lowe's\",\n",
       "  'CITGO Petroleum',\n",
       "  'Food Lion',\n",
       "  'BP'],\n",
       " ['Ingles Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  \"Lowe's\",\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\",\n",
       "  'SUBWAY'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Kroger',\n",
       "  'Sheetz',\n",
       "  'Marathon Petroleum',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Burger King US',\n",
       "  'Dairy Queen'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  \"Frisch's Big Boy\",\n",
       "  'Speedway',\n",
       "  'Skyline Chili',\n",
       "  'walmart',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'starbucks',\n",
       "  'Marathon Petroleum'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Taco Bell',\n",
       "  'Dollar General',\n",
       "  'Meijer',\n",
       "  'SUBWAY'],\n",
       " ['Giant Eagle',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Burger King US',\n",
       "  \"Wendy's\",\n",
       "  'Target'],\n",
       " ['mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Sunoco',\n",
       "  'Dollar General',\n",
       "  'Save-A-Lot (Onex)',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  'Burger King US'],\n",
       " ['mcdonalds',\n",
       "  'Giant Eagle',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'SUBWAY',\n",
       "  'Family Dollar Stores',\n",
       "  'Sunoco',\n",
       "  'CVS'],\n",
       " ['Kroger',\n",
       "  \"Wendy's\",\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'Tim Hortons',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Giant Eagle',\n",
       "  'Target'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'starbucks',\n",
       "  'Meijer',\n",
       "  'Marathon Petroleum'],\n",
       " ['Giant Eagle',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'Target',\n",
       "  'CVS',\n",
       "  'Chipotle Mexican Grill'],\n",
       " ['Speedway',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'Meijer',\n",
       "  'Burger King US',\n",
       "  'Marathon Petroleum'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Giant Eagle',\n",
       "  'Sheetz',\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Circle K Stores',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum'],\n",
       " ['Giant Eagle',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  \"Dunkin' Donuts\",\n",
       "  \"Wendy's\",\n",
       "  'Residence Inn by Marriott',\n",
       "  'BP',\n",
       "  'Burger King US'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Phillips 66',\n",
       "  'mcdonalds',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'Dollar General',\n",
       "  'OnCue',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Sonic',\n",
       "  'Phillips 66',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  \"Arby's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  'Phillips 66',\n",
       "  'Kum & Go',\n",
       "  'Dollar General',\n",
       "  'Pilot Travel Centers',\n",
       "  \"Love's Travel Stops and Country Stores\"],\n",
       " ['QuikTrip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'Kum & Go',\n",
       "  'Family Dollar Stores',\n",
       "  'Walgreens',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'Taco Bell',\n",
       "  'Dutch Bros Coffee',\n",
       "  'Goodwill Industries',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Safeway',\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['starbucks',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'Albertsons Market',\n",
       "  'Fred Meyer',\n",
       "  'mcdonalds',\n",
       "  'Taco Bell',\n",
       "  'walmart',\n",
       "  \"Carl's Jr.\"],\n",
       " ['starbucks',\n",
       "  'Fred Meyer',\n",
       "  'Safeway',\n",
       "  'Fred Meyer Jewelers',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Taco Bell',\n",
       "  'Goodwill Industries',\n",
       "  'WinCo Foods',\n",
       "  'Chevron'],\n",
       " ['starbucks',\n",
       "  'WinCo Foods',\n",
       "  'Dutch Bros Coffee',\n",
       "  'mcdonalds',\n",
       "  'Fred Meyer',\n",
       "  'Dollar Tree',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Safeway',\n",
       "  'walmart',\n",
       "  'Shell Oil'],\n",
       " ['Giant Eagle',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'Target',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  \"Eat'n Park\"],\n",
       " ['Giant Eagle',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'Dollar Tree',\n",
       "  'SHOP ‚Äôn SAVE Supermarkets',\n",
       "  'Sunoco',\n",
       "  'Rite Aid'],\n",
       " ['Sheetz',\n",
       "  'Giant Eagle',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Dollar Tree',\n",
       "  'mcdonalds',\n",
       "  'Burger King US',\n",
       "  \"Wendy's\",\n",
       "  \"Eat'n Park\",\n",
       "  'BP'],\n",
       " ['Wawa',\n",
       "  'Pet Valu',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Dollar Tree',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Giant Food Stores',\n",
       "  'GameStop',\n",
       "  'Chick-fil-A'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Sunoco',\n",
       "  'walmart',\n",
       "  '7-Eleven US',\n",
       "  'ShopRite',\n",
       "  'starbucks',\n",
       "  'Dollar Tree'],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'Giant Food Stores',\n",
       "  'walmart',\n",
       "  'Weis Markets',\n",
       "  'Pet Valu',\n",
       "  'Sunoco',\n",
       "  'starbucks',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  'Rite Aid'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'Giant Food Stores',\n",
       "  'Family Dollar Stores',\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  'Acme Markets'],\n",
       " ['Sheetz',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Giant Eagle',\n",
       "  'Sunoco',\n",
       "  'SUBWAY',\n",
       "  'United States Postal Service (USPS)',\n",
       "  \"Eat'n Park\",\n",
       "  'Napa Auto Parts'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Quick Lane',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Sunoco',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar Tree',\n",
       "  'ShopRite',\n",
       "  \"Wendy's\"],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'ShopRite'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'The Home Depot',\n",
       "  'CVS',\n",
       "  \"Wendy's\",\n",
       "  'T.J. Maxx',\n",
       "  'Dollar Tree',\n",
       "  'Burger King US'],\n",
       " ['Sunoco',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Weis Markets',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Turkey Hill',\n",
       "  'Dollar General',\n",
       "  'The Home Depot',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  'GameStop'],\n",
       " ['mcdonalds',\n",
       "  'Sheetz',\n",
       "  'walmart',\n",
       "  \"Rutter's Farm Stores\",\n",
       "  'SUBWAY',\n",
       "  'Sunoco',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Giant Food Stores',\n",
       "  'Burger King US',\n",
       "  \"Wendy's\"],\n",
       " ['Sheetz',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  \"Rutter's Farm Stores\",\n",
       "  'SUBWAY',\n",
       "  'Royal Farms',\n",
       "  'Dollar General',\n",
       "  'Giant Food Stores',\n",
       "  'Burger King US',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Circle K Stores',\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  'Sunoco',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'Circle K Stores',\n",
       "  'CVS',\n",
       "  'Sunoco',\n",
       "  \"Lowe's\",\n",
       "  'Publix Super Markets'],\n",
       " ['walmart',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'BI-LO',\n",
       "  \"Wendy's\"],\n",
       " ['Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'starbucks',\n",
       "  'Publix Super Markets',\n",
       "  \"Bojangles'\",\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'Circle K Stores',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'Food Lion',\n",
       "  \"Bojangles'\"],\n",
       " ['walmart',\n",
       "  'ConocoPhillips',\n",
       "  'Sinclair Oil',\n",
       "  \"Menard's\",\n",
       "  'mcdonalds',\n",
       "  'Do It Best',\n",
       "  'Dairy Queen',\n",
       "  'Holiday Station',\n",
       "  'SUBWAY',\n",
       "  \"Taco John's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Einstein Brothers',\n",
       "  'Safeway',\n",
       "  \"Taco John's\",\n",
       "  'Qdoba Mexican Grill',\n",
       "  'ConocoPhillips',\n",
       "  'Perkins Restaurant & Bakery',\n",
       "  'Sinclair Oil',\n",
       "  'Phillips 66'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Food City',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'Kroger',\n",
       "  'Walgreens',\n",
       "  'Sonic',\n",
       "  'Taco Bell',\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Kroger',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  \"Wendy's\"],\n",
       " ['Kroger',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Marathon Petroleum',\n",
       "  'Exxon Mobil',\n",
       "  'Murphy USA'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  'Taco Bell',\n",
       "  'Food City',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  \"Wendy's\",\n",
       "  'Sonic',\n",
       "  'Food City'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Sonic',\n",
       "  'SUBWAY',\n",
       "  \"Hardee's\",\n",
       "  'Shell Oil',\n",
       "  'Taco Bell',\n",
       "  'Cracker Barrel'],\n",
       " ['Kroger',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'Target'],\n",
       " ['H-E-B',\n",
       "  'walmart',\n",
       "  'Bill Miller Bar-B-Q',\n",
       "  'mcdonalds',\n",
       "  'Circle K Stores',\n",
       "  'Valero Energy',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'Family Dollar Stores',\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'E-Z Mart',\n",
       "  'Whataburger',\n",
       "  'Pilot Travel Centers'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  '7-Eleven US',\n",
       "  'Exxon Mobil',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'QuikTrip',\n",
       "  'CVS'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  'Exxon Mobil',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'Sonic'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'Whataburger',\n",
       "  'CVS',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US'],\n",
       " ['walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Whataburger',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Sonic',\n",
       "  'Jack in the Box',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Whataburger',\n",
       "  'RaceTrac',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Jack in the Box',\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  '7-Eleven US',\n",
       "  'RaceTrac'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'starbucks',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  '7-Eleven US'],\n",
       " ['Stripes Convenience Stores',\n",
       "  'walmart',\n",
       "  'H-E-B',\n",
       "  'Dollar General',\n",
       "  'Alon USA',\n",
       "  'Sonic',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Dairy Queen',\n",
       "  'Texaco'],\n",
       " ['walmart',\n",
       "  'Family Dollar Stores',\n",
       "  'Alon USA',\n",
       "  'Circle K Stores',\n",
       "  'Dollar Tree',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Valero Energy',\n",
       "  'Peter Piper Pizza',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'H-E-B',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  'Valero Energy',\n",
       "  'mcdonalds',\n",
       "  \"Buc-ee's\",\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'H-E-B',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  'Walgreens',\n",
       "  'Chevron'],\n",
       " ['H-E-B',\n",
       "  'walmart',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'Valero Energy',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Sonic',\n",
       "  'Valero Energy'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'Chick-fil-A',\n",
       "  'Valero Energy',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'Stripes Convenience Stores',\n",
       "  'H-E-B',\n",
       "  'Sonic',\n",
       "  'Whataburger',\n",
       "  'Alon USA',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron'],\n",
       " ['H-E-B',\n",
       "  'Whataburger',\n",
       "  'walmart',\n",
       "  'Stripes Convenience Stores',\n",
       "  'Valero Energy',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores'],\n",
       " ['H-E-B',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Sonic',\n",
       "  'starbucks',\n",
       "  'Valero Energy'],\n",
       " ['Stripes Convenience Stores',\n",
       "  'H-E-B',\n",
       "  'Whataburger',\n",
       "  'Valero Energy',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Family Dollar Stores',\n",
       "  'GameStop',\n",
       "  'Watermill Express'],\n",
       " ['walmart',\n",
       "  'H-E-B',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Murphy USA',\n",
       "  'Dollar General'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'Sonic',\n",
       "  'United Supermarkets',\n",
       "  \"Allsup's\",\n",
       "  'Chicken Express',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'ConocoPhillips'],\n",
       " ['Chevron',\n",
       "  'Maverik',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Associated Food Stores',\n",
       "  'Sinclair Oil',\n",
       "  'mcdonalds',\n",
       "  \"Carl's Jr.\",\n",
       "  'Pilot Travel Centers',\n",
       "  \"Denny's\"],\n",
       " [\"Smith's Food & Drug Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Maverik',\n",
       "  'starbucks',\n",
       "  'Associated Food Stores',\n",
       "  '7-Eleven US',\n",
       "  'Target'],\n",
       " [\"Smith's Food & Drug Stores\",\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'Maverik',\n",
       "  'Associated Food Stores',\n",
       "  'Sinclair Oil',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'The Home Depot'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'Chevron',\n",
       "  'Associated Food Stores',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Maverik',\n",
       "  'Chick-fil-A',\n",
       "  'Taco Bell',\n",
       "  \"Wendy's\"],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Giant Food Stores',\n",
       "  'SUBWAY',\n",
       "  'Sunoco',\n",
       "  'Shell Oil',\n",
       "  'Chipotle Mexican Grill',\n",
       "  'CVS',\n",
       "  'Ross Stores'],\n",
       " ['starbucks',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Sunoco',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'Chick-fil-A'],\n",
       " ['starbucks',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Sheetz',\n",
       "  'Sunoco',\n",
       "  'Chipotle Mexican Grill'],\n",
       " ['walmart',\n",
       "  'Food Lion',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  \"Bojangles'\",\n",
       "  \"Wendy's\",\n",
       "  \"Hardee's\",\n",
       "  'Exxon Mobil'],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Sheetz',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chick-fil-A',\n",
       "  'Giant Food Stores',\n",
       "  'Sunoco',\n",
       "  'starbucks'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Food City',\n",
       "  'Big Lots Stores',\n",
       "  'Valero Energy',\n",
       "  \"Hardee's\",\n",
       "  \"Lowe's\",\n",
       "  'Advance Auto Parts',\n",
       "  'Exxon Mobil'],\n",
       " ['7-Eleven US',\n",
       "  'walmart',\n",
       "  'Food Lion',\n",
       "  'Wawa',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Wendy's\",\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['7-Eleven US',\n",
       "  'walmart',\n",
       "  'Wawa',\n",
       "  'mcdonalds',\n",
       "  'Food Lion',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\",\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  'Exxon Mobil',\n",
       "  'Sheetz',\n",
       "  'Shell Oil',\n",
       "  \"Dunkin' Donuts\",\n",
       "  \"Wendy's\",\n",
       "  'starbucks'],\n",
       " ['Kroger',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Wawa',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Target',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  'CVS'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Fred Meyer Jewelers',\n",
       "  '76',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks', 'Albertsons Market', 'Safeway', '76'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '76',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Target'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  '76',\n",
       "  'Shell Oil',\n",
       "  'Dollar Tree',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  'ARCO'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '76',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  '76',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Dollar Tree',\n",
       "  'Safeway',\n",
       "  'Jamba Juice',\n",
       "  'Fred Meyer Jewelers'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ConocoPhillips',\n",
       "  'SUBWAY',\n",
       "  'WinCo Foods',\n",
       "  'Dollar Tree',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  'ConocoPhillips',\n",
       "  'WinCo Foods',\n",
       "  'Taco Bell',\n",
       "  'Dutch Bros Coffee'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Jack in the Box',\n",
       "  '76'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  'Safeway',\n",
       "  'Einstein Brothers',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Dollar Tree',\n",
       "  'Fresh√´ns',\n",
       "  'CrossFit',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Speedway',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell',\n",
       "  'Family Dollar Stores',\n",
       "  'Sheetz',\n",
       "  'Kroger',\n",
       "  'Marathon Petroleum'],\n",
       " ['Kwik Trip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  \"Culver's\",\n",
       "  'SUBWAY',\n",
       "  \"Menard's\",\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  'BP',\n",
       "  'Target',\n",
       "  'Walgreens'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'walmart',\n",
       "  \"Culver's\",\n",
       "  'Kwik Trip',\n",
       "  \"Pick 'n Save\",\n",
       "  'BP',\n",
       "  'Speedway',\n",
       "  'Mobil',\n",
       "  'CITGO Petroleum'],\n",
       " ['Kwik Trip',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  \"Menard's\",\n",
       "  \"Culver's\",\n",
       "  'Mills Fleet Farm',\n",
       "  'Shopko'],\n",
       " ['Kwik Trip',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  \"Culver's\",\n",
       "  'BP',\n",
       "  \"Menard's\",\n",
       "  'Mills Fleet Farm',\n",
       "  'Target',\n",
       "  'Walgreens'],\n",
       " ['Little Caesars'],\n",
       " ['Supercuts'],\n",
       " ['Sprint'],\n",
       " ['Department of Veterans Affairs'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Marathon Petroleum',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'Waffle House',\n",
       "  \"Wendy's\",\n",
       "  'Sonic'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Publix Super Markets',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'Publix Super Markets',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Circle K Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Waffle House'],\n",
       " ['Circle K Stores',\n",
       "  'QuikTrip',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Jack in the Box'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Taco Bell',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Taco Bell',\n",
       "  'Chevron',\n",
       "  'Walgreens',\n",
       "  'Shell Oil'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Taco Bell',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  \"Casey's General Stores\",\n",
       "  'mcdonalds',\n",
       "  'Kum & Go',\n",
       "  'Chick-fil-A',\n",
       "  \"Sam's Club\",\n",
       "  'Taco Bell',\n",
       "  'Dollar General',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'E-Z Mart',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Valero Energy',\n",
       "  'Murphy USA'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Valero Energy',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'Kroger',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'Chevron',\n",
       "  'Jamba Juice',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Panda Express'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Jamba Juice',\n",
       "  'Pet Food Express',\n",
       "  \"Peet's Coffee and Tea\"],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'ARCO',\n",
       "  'Taco Bell',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'Dollar Tree',\n",
       "  'SUBWAY',\n",
       "  'Valero Energy'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Taco Bell',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'Dollar Tree',\n",
       "  'Target',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US',\n",
       "  'Ralphs',\n",
       "  'ARCO',\n",
       "  'SUBWAY',\n",
       "  'In-N-Out Burger',\n",
       "  '99 Cents Only Stores'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'ARCO',\n",
       "  'SUBWAY',\n",
       "  'Jack in the Box',\n",
       "  'Ralphs',\n",
       "  '76',\n",
       "  'El Pollo Loco',\n",
       "  'Chevron'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY',\n",
       "  'Ralphs',\n",
       "  'Jack in the Box'],\n",
       " ['ARCO',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Food 4 Less',\n",
       "  'El Pollo Loco',\n",
       "  '76',\n",
       "  '99 Cents Only Stores',\n",
       "  \"Carl's Jr.\"],\n",
       " ['mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  '76',\n",
       "  'Food 4 Less',\n",
       "  'starbucks',\n",
       "  'El Pollo Loco',\n",
       "  '99 Cents Only Stores'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  '76'],\n",
       " ['mcdonalds',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Food 4 Less',\n",
       "  'SUBWAY',\n",
       "  'El Pollo Loco',\n",
       "  '99 Cents Only Stores'],\n",
       " ['starbucks',\n",
       "  'Ralphs',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'CVS'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  '7-Eleven US',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'Ralphs',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger'],\n",
       " ['mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Food 4 Less',\n",
       "  'SUBWAY',\n",
       "  'Ross Stores',\n",
       "  'El Pollo Loco'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'In-N-Out Burger',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '99 Cents Only Stores'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY'],\n",
       " ['mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'El Pollo Loco',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '76'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Tesla Motors',\n",
       "  'Del Taco',\n",
       "  'ARCO',\n",
       "  'mcdonalds',\n",
       "  'Ralphs'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  '7-Eleven US'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  \"Carl's Jr.\"],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY'],\n",
       " ['ARCO',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Del Taco',\n",
       "  'Stater Bros. Markets',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  '99 Cents Only Stores',\n",
       "  'In-N-Out Burger'],\n",
       " ['ARCO',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Stater Bros. Markets',\n",
       "  'walmart',\n",
       "  '99 Cents Only Stores',\n",
       "  'In-N-Out Burger',\n",
       "  'Del Taco'],\n",
       " ['Payless ShoeSource',\n",
       "  'ARCO',\n",
       "  'Baskin Robbins',\n",
       "  'Del Taco',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'In-N-Out Burger',\n",
       "  '99 Cents Only Stores',\n",
       "  'Stater Bros. Markets',\n",
       "  \"Carl's Jr.\"],\n",
       " ['starbucks',\n",
       "  'ARCO',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'In-N-Out Burger',\n",
       "  'Del Taco',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  'Target'],\n",
       " ['Chevron',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ARCO',\n",
       "  'Taco Bell',\n",
       "  'Safeway',\n",
       "  'In-N-Out Burger',\n",
       "  'walmart',\n",
       "  \"Carl's Jr.\",\n",
       "  'WinCo Foods'],\n",
       " ['Chevron',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'Taco Bell',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron'],\n",
       " ['mcdonalds',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Taco Bell',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'ARCO'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'Chevron',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Ross Stores',\n",
       "  'The Habit Burger Grill',\n",
       "  'Albertsons Market',\n",
       "  'The Home Depot'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Safeway',\n",
       "  '7-Eleven US',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Dollar Tree',\n",
       "  'Jack in the Box',\n",
       "  'Taco Bell',\n",
       "  'ARCO',\n",
       "  'starbucks',\n",
       "  'Chevron'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'Vons',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'Taco Bell',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Dollar Tree',\n",
       "  'Taco Bell',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger',\n",
       "  'Target'],\n",
       " ['King Soopers',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'ConocoPhillips',\n",
       "  '7-Eleven US',\n",
       "  \"Wendy's\",\n",
       "  'Shell Oil',\n",
       "  'Taco Bell',\n",
       "  'Chick-fil-A'],\n",
       " ['King Soopers',\n",
       "  'ConocoPhillips',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'SUBWAY',\n",
       "  'Target',\n",
       "  'Safeway'],\n",
       " ['walmart',\n",
       "  'ConocoPhillips',\n",
       "  'starbucks',\n",
       "  \"Loaf 'N Jug\",\n",
       "  'Kum & Go',\n",
       "  '7-Eleven US',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'King Soopers',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'ConocoPhillips',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'The Home Depot',\n",
       "  'Walgreens',\n",
       "  'Exxon Mobil'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  'King Soopers',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  'Taco Bell',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Kum & Go',\n",
       "  'King Soopers',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'Walgreens',\n",
       "  'ConocoPhillips',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'Party City',\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'Gulf Oil',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'Shell Oil',\n",
       "  'Mobil',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'The Home Depot',\n",
       "  'starbucks',\n",
       "  'ShopRite'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  'Stop & Shop',\n",
       "  'CITGO Petroleum',\n",
       "  'Cricket Wireless',\n",
       "  'Cumberland Farms'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'The Home Depot',\n",
       "  'Cumberland Farms',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'Shell Oil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Cumberland Farms',\n",
       "  'mcdonalds',\n",
       "  'Mobil',\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'IGA (Independent Grocers Alliance)'],\n",
       " ['Wawa',\n",
       "  'walmart',\n",
       "  'Royal Farms',\n",
       "  'mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'Dollar Tree',\n",
       "  'Dollar General',\n",
       "  \"Kohl's\"],\n",
       " ['Wawa',\n",
       "  'mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Rite Aid',\n",
       "  'Royal Farms',\n",
       "  'Dollar General',\n",
       "  \"BJ's Wholesale Club\"],\n",
       " ['Publix Super Markets',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'walmart',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Bealls Florida',\n",
       "  'Publix Super Markets',\n",
       "  'Marathon Petroleum',\n",
       "  'Burger King US',\n",
       "  'Walgreens',\n",
       "  'The Home Depot',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['walmart',\n",
       "  'Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  'CVS',\n",
       "  'Circle K Stores'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'CVS',\n",
       "  \"Zaxby's\",\n",
       "  \"Wendy's\"],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'Marathon Petroleum',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'Pollo Tropical',\n",
       "  'Burger King US'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'CVS',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'Mobil',\n",
       "  'Pollo Tropical'],\n",
       " ['Publix Super Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'starbucks',\n",
       "  'The Home Depot'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Mobil',\n",
       "  'The Home Depot',\n",
       "  'Marathon Petroleum',\n",
       "  \"Dunkin' Donuts\",\n",
       "  '7-Eleven US'],\n",
       " ['7-Eleven US',\n",
       "  'walmart',\n",
       "  'Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Speedway',\n",
       "  'Pinch A Penny',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Dollar General',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'Publix Super Markets',\n",
       "  'Winn Dixie',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Dollar General',\n",
       "  'Dollar Tree',\n",
       "  \"Lowe's\"],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Wawa',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Wawa',\n",
       "  'Walgreens',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'CVS',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'Speedway',\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'GATE',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Hallmark Cards',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Wawa',\n",
       "  'Bealls Florida',\n",
       "  'Shell Oil',\n",
       "  'Publix Super Markets',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'The Home Depot'],\n",
       " ['Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'QuikTrip',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  'RaceTrac',\n",
       "  'Waffle House',\n",
       "  'Publix Super Markets',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Publix Super Markets',\n",
       "  'Pilot Travel Centers',\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  \"Wendy's\"],\n",
       " ['QuikTrip',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'RaceTrac',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'Waffle House',\n",
       "  'BP',\n",
       "  'Kroger'],\n",
       " ['Chick-fil-A',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'QuikTrip',\n",
       "  'RaceTrac',\n",
       "  'Publix Super Markets',\n",
       "  \"Zaxby's\",\n",
       "  \"Wendy's\",\n",
       "  'Waffle House'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"Zaxby's\",\n",
       "  \"Hardee's\",\n",
       "  'Chick-fil-A',\n",
       "  'BP',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  \"Zaxby's\",\n",
       "  'Huddle House',\n",
       "  'Chick-fil-A',\n",
       "  'Taco Bell',\n",
       "  \"fred's\"],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  'Burger King US',\n",
       "  \"Zaxby's\",\n",
       "  'Goodwill Industries',\n",
       "  'SUBWAY',\n",
       "  \"America's Thrift Store\"],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Waffle House',\n",
       "  'SUBWAY'],\n",
       " ['Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  \"Zaxby's\",\n",
       "  'walmart',\n",
       "  'White House Black Market',\n",
       "  'Circle K Stores',\n",
       "  'starbucks',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  \"Zaxby's\",\n",
       "  'Cracker Barrel',\n",
       "  'Waffle House',\n",
       "  'SUBWAY'],\n",
       " ['Chick-fil-A',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'Shell Oil',\n",
       "  'Waffle House',\n",
       "  'Chevron',\n",
       "  'RaceTrac'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil',\n",
       "  'Burger King US',\n",
       "  'Chick-fil-A',\n",
       "  'Marathon Petroleum'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Ingles Markets',\n",
       "  \"Zaxby's\",\n",
       "  'starbucks',\n",
       "  'QuikTrip',\n",
       "  'Chevron'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Ross Stores',\n",
       "  'Safeway',\n",
       "  'CVS',\n",
       "  'Jamba Juice'],\n",
       " ['starbucks',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Walgreens',\n",
       "  'Jewel-Osco',\n",
       "  'Target',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Potbelly Sandwich Works'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'SUBWAY',\n",
       "  'Jewel-Osco',\n",
       "  'Target',\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  'Potbelly Sandwich Works'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'walmart',\n",
       "  'Family Dollar Stores',\n",
       "  'Jewel-Osco',\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'Family Dollar Stores',\n",
       "  'SUBWAY',\n",
       "  'Dollar Tree',\n",
       "  'Shell Oil',\n",
       "  'CITGO Petroleum'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Target',\n",
       "  'Shell Oil',\n",
       "  'Jewel-Osco'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Jewel-Osco',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Speedway',\n",
       "  'Target'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  'Jewel-Osco',\n",
       "  'Target',\n",
       "  \"Portillo's Restaurants\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'BP'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Walgreens',\n",
       "  'Pilot Travel Centers',\n",
       "  'Speedway',\n",
       "  \"Casey's General Stores\",\n",
       "  'Dollar General'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  \"Menard's\",\n",
       "  'Jewel-Osco',\n",
       "  'ALDI',\n",
       "  \"Portillo's Restaurants\",\n",
       "  \"Kohl's\"],\n",
       " ['walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Thorntons',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Walgreens',\n",
       "  \"Culver's\",\n",
       "  'IGA (Independent Grocers Alliance)',\n",
       "  'SUBWAY',\n",
       "  'Springfield Clinic'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Casey's General Stores\",\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Dairy Queen',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'County Market',\n",
       "  \"Hardee's\"],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Walgreens',\n",
       "  'Dollar Tree',\n",
       "  'Kroger',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  \"Steak 'n Shake\"],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'Walgreens',\n",
       "  'Schnucks',\n",
       "  'BP',\n",
       "  'Circle K Stores',\n",
       "  'Taco Bell',\n",
       "  'Dollar General',\n",
       "  'QuikTrip'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'Walgreens',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'QuikTrip',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'Schnucks'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Marathon Petroleum',\n",
       "  'Kroger',\n",
       "  'Thorntons',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Walgreens',\n",
       "  \"Wendy's\"],\n",
       " ['mcdonalds',\n",
       "  'Marathon Petroleum',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Speedway',\n",
       "  'Meijer',\n",
       "  'Taco Bell',\n",
       "  \"Wendy's\",\n",
       "  \"Arby's\",\n",
       "  'CVS'],\n",
       " ['Kroger'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Marathon Petroleum',\n",
       "  'Speedway',\n",
       "  'Kroger',\n",
       "  'Dollar General',\n",
       "  \"Arby's\",\n",
       "  'Taco Bell',\n",
       "  'SUBWAY'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Marathon Petroleum',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  \"Arby's\",\n",
       "  'Kroger',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Speedway'],\n",
       " [\"Casey's General Stores\", 'Fareway Stores'],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'Hy-Vee',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  \"Menard's\",\n",
       "  \"Culver's\",\n",
       "  'Fareway Stores',\n",
       "  'Target'],\n",
       " [\"Casey's General Stores\",\n",
       "  'Hy-Vee',\n",
       "  'walmart',\n",
       "  \"Menard's\",\n",
       "  'mcdonalds',\n",
       "  'Fareway Stores',\n",
       "  \"Culver's\",\n",
       "  'United States Postal Service (USPS)',\n",
       "  'Kum & Go',\n",
       "  \"Theisen's\"],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'Hy-Vee',\n",
       "  'Fareway Stores',\n",
       "  'mcdonalds',\n",
       "  'Kum & Go',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'United States Postal Service (USPS)',\n",
       "  'Shopko'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Hy-Vee',\n",
       "  'Kum & Go',\n",
       "  'Dollar Tree',\n",
       "  'Target',\n",
       "  'Fareway Stores',\n",
       "  \"Taco John's\",\n",
       "  'Dairy Queen'],\n",
       " ['Sonic',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Ace Hardware',\n",
       "  \"Casey's General Stores\",\n",
       "  'Vision Source',\n",
       "  \"Wendy's\",\n",
       "  'mcdonalds',\n",
       "  'Pizza Hut',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Sonic',\n",
       "  \"Casey's General Stores\",\n",
       "  'Phillips 66',\n",
       "  'Price Chopper',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'SUBWAY',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  \"Casey's General Stores\",\n",
       "  'Pilot Travel Centers',\n",
       "  'Kwik Shop',\n",
       "  'Dillons Supermarkets',\n",
       "  'Phillips 66'],\n",
       " ['mcdonalds',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Kroger',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'Thorntons',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'Target',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'walmart'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Speedway',\n",
       "  'Thorntons',\n",
       "  'Meijer',\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  'Walgreens'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\",\n",
       "  'SUBWAY',\n",
       "  'Marathon Petroleum',\n",
       "  'Pilot Travel Centers',\n",
       "  'Dollar General',\n",
       "  'Speedway',\n",
       "  'BP'],\n",
       " ['walmart',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Circle K Stores',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Exxon Mobil',\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'Walgreens',\n",
       "  'Murphy USA'],\n",
       " ['Irving Oil',\n",
       "  'Hannaford Supermarkets',\n",
       "  'CITGO Petroleum',\n",
       "  'Circle K Stores',\n",
       "  'IGA (Independent Grocers Alliance)',\n",
       "  'Shell Oil',\n",
       "  'United States Postal Service (USPS)',\n",
       "  'Tractor Supply Co.',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Maine DMV'],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Giant Food Stores',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  \"Wendy's\",\n",
       "  'Dollar Tree',\n",
       "  'BP',\n",
       "  'starbucks'],\n",
       " ['Wawa',\n",
       "  'mcdonalds',\n",
       "  'Royal Farms',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Exxon Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Market Basket',\n",
       "  'Mobil',\n",
       "  'Olympia Sports',\n",
       "  'Stop & Shop',\n",
       "  'Hallmark Cards',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Target'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Stop & Shop',\n",
       "  'Cumberland Farms',\n",
       "  'walmart',\n",
       "  'Family Dollar Stores',\n",
       "  'Dollar Tree',\n",
       "  'Big Y Foods'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Big Y Foods',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Cumberland Farms',\n",
       "  'Staples',\n",
       "  'Dollar Tree'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Market Basket',\n",
       "  'Stop & Shop',\n",
       "  'Whole Foods Market',\n",
       "  'Mobil',\n",
       "  'Goodwill Industries',\n",
       "  'Walgreens',\n",
       "  'mcdonalds'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'Stop & Shop',\n",
       "  'Market Basket',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  'Mobil',\n",
       "  'Target'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Cumberland Farms',\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'Market Basket',\n",
       "  'Rite Aid',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  \"Shaw's\",\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Cumberland Farms',\n",
       "  'Dollar Tree',\n",
       "  'CVS',\n",
       "  'Price Chopper',\n",
       "  'Mobil',\n",
       "  'Shell Oil',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Cumberland Farms',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Market Basket',\n",
       "  'Stop & Shop',\n",
       "  'Mobil',\n",
       "  'Price Chopper'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Price Chopper',\n",
       "  'Stop & Shop',\n",
       "  'Cumberland Farms',\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Price Chopper',\n",
       "  'Stop & Shop',\n",
       "  'Cumberland Farms',\n",
       "  'Family Dollar Stores',\n",
       "  'Shield Healthcare'],\n",
       " ['mcdonalds',\n",
       "  'Meijer',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'Marathon Petroleum',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Mobil'],\n",
       " ['Kroger',\n",
       "  'Meijer',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'Auto Wares',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Mobil',\n",
       "  'Dollar Tree',\n",
       "  'Tim Hortons'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'Meijer',\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'Tim Hortons',\n",
       "  'Auto Wares',\n",
       "  'Target'],\n",
       " ['Meijer',\n",
       "  'Kroger',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Speedway',\n",
       "  'Target',\n",
       "  'Taco Bell',\n",
       "  'Tim Hortons',\n",
       "  'Mobil'],\n",
       " ['mcdonalds',\n",
       "  'Meijer',\n",
       "  'Kroger',\n",
       "  'BP',\n",
       "  'Marathon Petroleum',\n",
       "  'Tim Hortons',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'Tim Hortons',\n",
       "  'Meijer',\n",
       "  'BP',\n",
       "  'CVS',\n",
       "  'Dollar Tree',\n",
       "  'Taco Bell',\n",
       "  'Mobil',\n",
       "  'Speedway'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Tim Hortons',\n",
       "  'Marathon Petroleum',\n",
       "  'Dollar Tree',\n",
       "  'Meijer',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'Taco Bell'],\n",
       " ['Holiday Station',\n",
       "  'Target',\n",
       "  'Caribou Coffee',\n",
       "  'SuperAmerica',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Cub Foods',\n",
       "  'Kwik Trip',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chipotle Mexican Grill'],\n",
       " ['Holiday Station', 'Caribou Coffee', 'Target', 'SuperAmerica', 'Cub Foods'],\n",
       " ['Holiday Station',\n",
       "  'SuperAmerica',\n",
       "  'Target',\n",
       "  'Cub Foods',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  'Walgreens',\n",
       "  'Caribou Coffee',\n",
       "  \"Menard's\"],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  \"Menard's\",\n",
       "  'Hy-Vee',\n",
       "  'SUBWAY',\n",
       "  'Kwik Trip',\n",
       "  'Holiday Station',\n",
       "  'Dairy Queen',\n",
       "  'Pizza Ranch'],\n",
       " [\"Casey's General Stores\",\n",
       "  'Pizza Ranch',\n",
       "  'Holiday Station',\n",
       "  'Dairy Queen',\n",
       "  'United States Postal Service (USPS)',\n",
       "  \"Menard's\",\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds'],\n",
       " ['Holiday Station',\n",
       "  'Kwik Trip',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  'Caribou Coffee',\n",
       "  \"Menard's\",\n",
       "  \"Casey's General Stores\",\n",
       "  'SuperAmerica',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Walgreens',\n",
       "  'Circle K Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  'Waffle House',\n",
       "  'Chevron'],\n",
       " ['Shell Oil',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Family Dollar Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'Sonic'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  \"fred's\",\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\",\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'Kroger',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil'],\n",
       " ['QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'Sonic',\n",
       "  'Price Chopper',\n",
       "  'Dollar General',\n",
       "  'Taco Bell',\n",
       "  'Walgreens',\n",
       "  'Family Dollar Stores'],\n",
       " ['QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'Price Chopper',\n",
       "  'Taco Bell',\n",
       "  'Walgreens',\n",
       "  'Hy-Vee'],\n",
       " ['QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'Price Chopper',\n",
       "  'Sonic',\n",
       "  'Taco Bell',\n",
       "  \"Casey's General Stores\",\n",
       "  'Walgreens',\n",
       "  'Hy-Vee'],\n",
       " ['QuikTrip',\n",
       "  'Phillips 66',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Schnucks',\n",
       "  'Walgreens',\n",
       "  'Taco Bell',\n",
       "  'Target',\n",
       "  'Mobil',\n",
       "  'Dairy Queen'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Schnucks',\n",
       "  'Target',\n",
       "  'Taco Bell',\n",
       "  \"Steak 'n Shake\",\n",
       "  'starbucks'],\n",
       " ['walmart',\n",
       "  'Hy-Vee',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Casey's General Stores\",\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Phillips 66',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Runza',\n",
       "  'mcdonalds',\n",
       "  'Dairy Queen',\n",
       "  'Dollar General',\n",
       "  'Sinclair Oil',\n",
       "  'Hallmark Cards',\n",
       "  \"Taco John's\",\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Phillips 66',\n",
       "  \"Casey's General Stores\",\n",
       "  'SUBWAY',\n",
       "  'Hy-Vee',\n",
       "  'Runza',\n",
       "  'Target',\n",
       "  'Shell Oil',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Shell Oil',\n",
       "  'Walgreens'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Chevron',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY',\n",
       "  'Walgreens',\n",
       "  'In-N-Out Burger',\n",
       "  'Wyndham Hotels and Resorts',\n",
       "  'ARCO'],\n",
       " ['walmart',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Walgreens',\n",
       "  'In-N-Out Burger'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  '7-Eleven US',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Jack in the Box',\n",
       "  'Taco Bell',\n",
       "  'In-N-Out Burger'],\n",
       " ['walmart',\n",
       "  '7-Eleven US',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Jack in the Box',\n",
       "  'Dollar Tree',\n",
       "  'Taco Bell',\n",
       "  'Port of Subs'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'Taco Bell',\n",
       "  'Dollar Tree',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Market Basket',\n",
       "  'walmart',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Mobil',\n",
       "  'Cumberland Farms',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot',\n",
       "  'Target',\n",
       "  'CVS'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'ShopRite',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'Tesla Motors',\n",
       "  '7-Eleven US',\n",
       "  \"Wendy's\",\n",
       "  'T.J. Maxx'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'Stop & Shop',\n",
       "  'Tesla Motors',\n",
       "  'ShopRite',\n",
       "  'Pet Valu',\n",
       "  'Walgreens',\n",
       "  'CVS',\n",
       "  '7-Eleven US',\n",
       "  'T.J. Maxx'],\n",
       " ['ShopRite',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Wawa',\n",
       "  'mcdonalds',\n",
       "  'Pet Valu',\n",
       "  'The Home Depot',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Exxon Mobil',\n",
       "  'CVS'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'The Home Depot',\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'ShopRite',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot',\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'ShopRite',\n",
       "  'Target',\n",
       "  'Walgreens',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'starbucks'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  '7-Eleven US',\n",
       "  'CVS',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Burger King US',\n",
       "  'The Home Depot',\n",
       "  'Dollar Tree'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'ShopRite',\n",
       "  'starbucks',\n",
       "  'Wawa',\n",
       "  'CVS',\n",
       "  '7-Eleven US',\n",
       "  'Red Mango',\n",
       "  'Walgreens',\n",
       "  'The Home Depot'],\n",
       " ['walmart',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Phillips 66',\n",
       "  'ConocoPhillips',\n",
       "  'Pilot Travel Centers',\n",
       "  'starbucks',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'Phillips 66',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'ConocoPhillips',\n",
       "  \"Wendy's\",\n",
       "  \"Love's Travel Stops and Country Stores\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  'C Town Supermarkets',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'Baskin Robbins',\n",
       "  'Popeyes Louisiana Kitchen'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  \"Modell's Sporting Goods\",\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  \"Macy's\",\n",
       "  'GameStop'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  'Dollar General',\n",
       "  'Burger King US',\n",
       "  'Tim Hortons',\n",
       "  'Sunoco',\n",
       "  'Kwik Fill',\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Wegmans Food Markets',\n",
       "  'Mobil',\n",
       "  'Burger King US',\n",
       "  'Pilot Travel Centers',\n",
       "  'Tim Hortons'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  'Express Mart',\n",
       "  'Tops Friendly Markets',\n",
       "  \"Applebee's\",\n",
       "  'SUBWAY',\n",
       "  'Rite Aid'],\n",
       " ['Tim Hortons',\n",
       "  'Family Dollar Stores',\n",
       "  'Sunoco',\n",
       "  'Rite Aid',\n",
       "  'Tops Friendly Markets',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Dollar General',\n",
       "  'Cricket Wireless'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Price Chopper',\n",
       "  'Burger King US',\n",
       "  'Rite Aid',\n",
       "  'Dollar General'],\n",
       " ['walmart',\n",
       "  'Tim Hortons',\n",
       "  'Dollar Tree',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Sunoco',\n",
       "  'Tops Friendly Markets',\n",
       "  'Rite Aid',\n",
       "  'Wegmans Food Markets',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Rite Aid',\n",
       "  'Burger King US',\n",
       "  'SUBWAY',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Baskin Robbins',\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'Burger King US',\n",
       "  'Baskin Robbins',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  'Rite Aid',\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'Burger King US',\n",
       "  'Baskin Robbins',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  'Rite Aid',\n",
       "  'Burger King US',\n",
       "  'Popeyes Louisiana Kitchen',\n",
       "  'SUBWAY',\n",
       "  'Baskin Robbins',\n",
       "  \"BJ's Wholesale Club\"],\n",
       " [\"Spencer's\",\n",
       "  'Wegmans Food Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Tim Hortons',\n",
       "  'Sunoco',\n",
       "  'Speedway',\n",
       "  'Tops Friendly Markets',\n",
       "  'Pet Supplies Plus',\n",
       "  \"BJ's Wholesale Club\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Tops Friendly Markets',\n",
       "  'Wegmans Food Markets',\n",
       "  'Dollar Tree',\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'Speedway',\n",
       "  'Family Dollar Stores',\n",
       "  'walmart'],\n",
       " ['Wegmans Food Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'KeyBank',\n",
       "  'Sunoco',\n",
       "  'Tops Friendly Markets',\n",
       "  'Rite Aid',\n",
       "  'Kinney Drugs',\n",
       "  'Dollar Tree',\n",
       "  'Price Chopper'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'Wegmans Food Markets',\n",
       "  'Family Dollar Stores',\n",
       "  'Dollar Tree',\n",
       "  'Burger King US',\n",
       "  'Tops Friendly Markets',\n",
       "  'Kinney Drugs'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Baskin Robbins',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'Burger King US',\n",
       "  'Rite Aid',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'BP',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Petco',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'Target',\n",
       "  'Baskin Robbins',\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'Target',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  'Paris Baguette USA',\n",
       "  'BP',\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  '7-Eleven US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Au Bon Pain',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'ShopRite',\n",
       "  'starbucks'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'Target',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Costco Wholesale Corp.',\n",
       "  \"Dave & Buster's\",\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Costco Wholesale Corp.',\n",
       "  \"Dave & Buster's\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'ShopRite',\n",
       "  'mcdonalds',\n",
       "  'Party City',\n",
       "  'Target',\n",
       "  'BP'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Sunoco',\n",
       "  'Price Chopper',\n",
       "  'Cumberland Farms',\n",
       "  'CVS',\n",
       "  'Target',\n",
       "  'Hannaford Supermarkets'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  '7-Eleven US',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Speedway',\n",
       "  \"Modell's Sporting Goods\"],\n",
       " ['7-Eleven US',\n",
       "  'Stop & Shop',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Party City',\n",
       "  'Target',\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  \"Bojangles'\",\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Food Lion',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'BP'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Marathon Petroleum',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  'Ingles Markets',\n",
       "  'CITGO Petroleum',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'QuikTrip',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  \"Bojangles'\",\n",
       "  'Exxon Mobil',\n",
       "  'BP'],\n",
       " [\"Bojangles'\",\n",
       "  'walmart',\n",
       "  'Food Lion',\n",
       "  'BP',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Sheetz',\n",
       "  \"Wendy's\",\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  'Sheetz',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  \"Bojangles'\",\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Dollar Tree',\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Circle K Stores',\n",
       "  'Food Lion',\n",
       "  \"Bojangles'\",\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  'BP',\n",
       "  'Sheetz',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  \"Wendy's\",\n",
       "  'Shell Oil',\n",
       "  \"Bojangles'\",\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'Food Lion',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Sheetz',\n",
       "  'Goodwill Industries',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Speedway'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Sheetz',\n",
       "  'Target',\n",
       "  'Food Lion',\n",
       "  'Chick-fil-A',\n",
       "  \"Bojangles'\",\n",
       "  'BP',\n",
       "  \"Lowe's Foods\",\n",
       "  'Walgreens'],\n",
       " ['Target',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Exxon Mobil',\n",
       "  'Sheetz',\n",
       "  'Kroger'],\n",
       " ['Target',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Harris Teeter'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Meijer',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Marathon Petroleum',\n",
       "  \"Arby's\",\n",
       "  \"Menard's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  'Taco Bell',\n",
       "  'BP',\n",
       "  'Goodwill Industries',\n",
       "  'Dollar General',\n",
       "  'Burger King US',\n",
       "  'Speedway'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  \"Frisch's Big Boy\",\n",
       "  'Skyline Chili',\n",
       "  'Meijer',\n",
       "  'Thorntons',\n",
       "  'Taco Bell'],\n",
       " ['Kroger',\n",
       "  \"Wendy's\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'Giant Eagle',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Roosters Wings',\n",
       "  'Meijer'],\n",
       " ['Kroger',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'Meijer',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Tim Hortons',\n",
       "  'BP',\n",
       "  'Giant Eagle',\n",
       "  'Taco Bell'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Marathon Petroleum',\n",
       "  'Pilot Travel Centers',\n",
       "  'Burger King US'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'White Castle',\n",
       "  \"Frisch's Big Boy\",\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'BP'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'BP',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  \"Arby's\",\n",
       "  'Marathon Petroleum'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Giant Eagle',\n",
       "  'SUBWAY',\n",
       "  'Speedway',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Pilot Travel Centers',\n",
       "  'Sunoco',\n",
       "  'Burger King US'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'Kroger',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  \"Arby's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  'Taco Bell',\n",
       "  'Circle K Stores',\n",
       "  'Kroger',\n",
       "  'BP',\n",
       "  'Speedway',\n",
       "  \"Arby's\"],\n",
       " ['Speedway',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Giant Eagle',\n",
       "  'Family Dollar Stores',\n",
       "  \"Wendy's\",\n",
       "  'Dairy Queen',\n",
       "  'Taco Bell'],\n",
       " ['Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Giant Eagle',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Dollar Tree',\n",
       "  'BP',\n",
       "  'Taco Bell',\n",
       "  \"Wendy's\"],\n",
       " ['Dollar General',\n",
       "  'Giant Eagle',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Residence Inn by Marriott',\n",
       "  'Sheetz',\n",
       "  'BP',\n",
       "  'Burger King US',\n",
       "  'Speedway',\n",
       "  'Dairy Queen'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'The Little Clinic',\n",
       "  \"Wendy's\",\n",
       "  'Meijer',\n",
       "  'Marathon Petroleum',\n",
       "  'Tim Hortons',\n",
       "  'Burger King US',\n",
       "  'Taco Bell'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'SUBWAY',\n",
       "  'Marathon Petroleum',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'Taco Bell',\n",
       "  'Circle K Stores',\n",
       "  'Meijer'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Exxon Mobil',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'Whataburger'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'E-Z Mart',\n",
       "  'Root 66 Propane',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'QuikTrip',\n",
       "  'Phillips 66',\n",
       "  'Kum & Go',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  \"Casey's General Stores\",\n",
       "  'Chick-fil-A'],\n",
       " ['QuikTrip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'Kum & Go',\n",
       "  'Walgreens',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'Premium Outlets',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Fred Meyer',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Safeway',\n",
       "  'walmart',\n",
       "  'Chevron',\n",
       "  'Dollar Tree',\n",
       "  'Taco Bell',\n",
       "  'Dutch Bros Coffee'],\n",
       " ['walmart',\n",
       "  'Dutch Bros Coffee',\n",
       "  'mcdonalds',\n",
       "  'Dairy Queen',\n",
       "  'Safeway',\n",
       "  'Taco Bell',\n",
       "  \"Carl's Jr.\",\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Dollar Tree',\n",
       "  'Sears'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'Fred Meyer',\n",
       "  'Dutch Bros Coffee',\n",
       "  \"Carl's Jr.\"],\n",
       " ['Safeway',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Dutch Bros Coffee',\n",
       "  'Taco Bell',\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Chevron'],\n",
       " ['Giant Eagle',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Family Dollar Stores',\n",
       "  'walmart',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'SHOP ‚Äôn SAVE Supermarkets',\n",
       "  'Sunoco'],\n",
       " ['Giant Eagle',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'SHOP ‚Äôn SAVE Supermarkets',\n",
       "  'Sunoco',\n",
       "  \"Eat'n Park\",\n",
       "  'Rite Aid'],\n",
       " ['Wawa',\n",
       "  'walmart',\n",
       "  'Sunoco',\n",
       "  'Cricket Wireless',\n",
       "  \"Redner's Markets\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Dollar Tree',\n",
       "  'Turkey Hill',\n",
       "  'mcdonalds',\n",
       "  'Sheetz'],\n",
       " ['Sheetz',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"MARTIN'S Food Markets\",\n",
       "  'walmart',\n",
       "  'Family Dollar Stores',\n",
       "  'Giant Eagle',\n",
       "  \"Lowe's\",\n",
       "  'Dairy Queen',\n",
       "  'Rite Aid'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Giant Food Stores',\n",
       "  'Sunoco',\n",
       "  'Dollar Tree',\n",
       "  'Burger King US',\n",
       "  'Rite Aid'],\n",
       " ['Sheetz',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Weis Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'SUBWAY',\n",
       "  'Giant Food Stores',\n",
       "  'starbucks',\n",
       "  'Sunoco',\n",
       "  'Burger King US'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Target',\n",
       "  'Giant Food Stores',\n",
       "  'mcdonalds',\n",
       "  'Sunoco',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Wegmans Food Markets'],\n",
       " ['Sheetz',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Giant Eagle',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Country Fair',\n",
       "  \"Wendy's\",\n",
       "  'Burger King US',\n",
       "  'CITGO Petroleum'],\n",
       " ['Sheetz',\n",
       "  'Giant Food Stores',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  'Weis Markets',\n",
       "  'Sunoco',\n",
       "  \"Rutter's Farm Stores\",\n",
       "  'Rite Aid',\n",
       "  \"Wendy's\"],\n",
       " ['Sheetz',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Giant Eagle',\n",
       "  'Sunoco',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  \"Eat'n Park\",\n",
       "  'United States Postal Service (USPS)'],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Sunoco',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Weis Markets',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Wegmans Food Markets',\n",
       "  \"Wendy's\"],\n",
       " ['Sheetz',\n",
       "  'Sunoco',\n",
       "  'Weis Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'Wegmans Food Markets',\n",
       "  'mcdonalds'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'Weis Markets',\n",
       "  'Sunoco',\n",
       "  \"Wendy's\",\n",
       "  'ShopRite',\n",
       "  'Family Dollar Stores',\n",
       "  'Dollar Tree',\n",
       "  'Turkey Hill',\n",
       "  'Exxon Mobil'],\n",
       " ['Wawa',\n",
       "  'Sunoco',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'Giant Food Stores',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Tesla Motors'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Giant Food Stores',\n",
       "  'Weis Markets',\n",
       "  'Kay Jewelers',\n",
       "  'Sunoco',\n",
       "  'CVS',\n",
       "  'Wegmans Food Markets',\n",
       "  'ShopRite',\n",
       "  'mcdonalds'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'CVS',\n",
       "  'ShopRite',\n",
       "  'Target',\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  \"Wendy's\",\n",
       "  'mcdonalds'],\n",
       " [\"Rutter's Farm Stores\",\n",
       "  'Sheetz',\n",
       "  'Turkey Hill',\n",
       "  'mcdonalds',\n",
       "  'Royal Farms',\n",
       "  'Weis Markets',\n",
       "  'Giant Food Stores',\n",
       "  'Dollar General',\n",
       "  'Sunoco',\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Dollar Tree',\n",
       "  'Target',\n",
       "  'Speedway'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Chick-fil-A',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Bojangles'\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Chick-fil-A',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Bojangles'\"],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Spinx',\n",
       "  \"Bojangles'\"],\n",
       " ['BI-LO',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  \"Hardee's\",\n",
       "  'Food Lion',\n",
       "  'Family Dollar Stores',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  \"Bojangles'\",\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'Food Lion',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil',\n",
       "  'CVS'],\n",
       " ['walmart',\n",
       "  'Ingles Markets',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Dollar Tree',\n",
       "  'Spinx',\n",
       "  \"Wendy's\"],\n",
       " ['Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Publix Super Markets',\n",
       "  'Circle K Stores',\n",
       "  \"Bojangles'\",\n",
       "  'CVS',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'BP',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\"],\n",
       " ['United States Postal Service (USPS)',\n",
       "  'Health Mart',\n",
       "  'walmart',\n",
       "  'Holiday Station',\n",
       "  'SUBWAY',\n",
       "  \"Menard's\",\n",
       "  'mcdonalds',\n",
       "  'Dairy Queen',\n",
       "  \"Casey's General Stores\",\n",
       "  'Sinclair Oil'],\n",
       " ['Kroger',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'Taco Bell',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Taco Bell',\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Taco Bell',\n",
       "  'Exxon Mobil',\n",
       "  'Marathon Petroleum',\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Kroger',\n",
       "  'Taco Bell',\n",
       "  'Chick-fil-A',\n",
       "  'Burger King US'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'Kroger',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  \"Hardee's\",\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell'],\n",
       " ['Food City',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Marathon Petroleum',\n",
       "  'Taco Bell',\n",
       "  \"Lowe's\"],\n",
       " ['H-E-B',\n",
       "  'Whataburger',\n",
       "  'walmart',\n",
       "  'Valero Energy',\n",
       "  'Circle K Stores',\n",
       "  'Bill Miller Bar-B-Q',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'RaceTrac',\n",
       "  'QuikTrip',\n",
       "  'Kroger',\n",
       "  '7-Eleven US'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Target',\n",
       "  'Exxon Mobil',\n",
       "  '7-Eleven US'],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US',\n",
       "  'RaceTrac',\n",
       "  'Exxon Mobil',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  'Exxon Mobil',\n",
       "  'RaceTrac',\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'Whataburger',\n",
       "  '7-Eleven US',\n",
       "  'QuikTrip',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  'The Home Depot'],\n",
       " ['Stripes Convenience Stores',\n",
       "  'walmart',\n",
       "  'H-E-B',\n",
       "  'Dollar General',\n",
       "  'Alon USA',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'Dairy Queen',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Valero Energy',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Walgreens',\n",
       "  'Sonic',\n",
       "  'Kroger',\n",
       "  'H-E-B'],\n",
       " ['walmart',\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'Whataburger',\n",
       "  'Walgreens',\n",
       "  'Valero Energy'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Exxon Mobil',\n",
       "  'Whataburger',\n",
       "  'Walgreens',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A'],\n",
       " ['starbucks',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'Exxon Mobil',\n",
       "  'Kroger',\n",
       "  'CVS'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Walgreens',\n",
       "  'Valero Energy'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'Chevron',\n",
       "  'Family Dollar Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Jack in the Box',\n",
       "  'Valero Energy',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Pilot Travel Centers',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  'Shell Oil',\n",
       "  'Stripes Convenience Stores',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Whataburger',\n",
       "  'TravelCenters of America'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Chick-fil-A',\n",
       "  'United Supermarkets',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'Phillips 66',\n",
       "  'starbucks',\n",
       "  'Stripes Convenience Stores',\n",
       "  \"Rosa's Cafe\"],\n",
       " ['H-E-B',\n",
       "  'Whataburger',\n",
       "  'Stripes Convenience Stores',\n",
       "  'walmart',\n",
       "  'Valero Energy',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Sunoco',\n",
       "  'Dollar General',\n",
       "  'Circle K Stores'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil',\n",
       "  'Valero Energy',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'Whataburger',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'Walgreens',\n",
       "  'Shell Oil'],\n",
       " ['H-E-B',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'Whataburger',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil',\n",
       "  'Valero Energy',\n",
       "  \"Brookshire's Grocery Company\"],\n",
       " ['Whataburger',\n",
       "  'walmart',\n",
       "  'H-E-B',\n",
       "  'Exxon Mobil',\n",
       "  'Valero Energy',\n",
       "  'Shell Oil',\n",
       "  'Stripes Convenience Stores',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  \"Buc-ee's\"],\n",
       " ['Maverik',\n",
       "  'Sinclair Oil',\n",
       "  'walmart',\n",
       "  'Miracle-Ear',\n",
       "  'mcdonalds',\n",
       "  'Family Dollar Stores',\n",
       "  'Maytag',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  \"Smith's Food & Drug Stores\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Sinclair Oil',\n",
       "  'Associated Food Stores',\n",
       "  'Maverik',\n",
       "  '7-Eleven US'],\n",
       " ['walmart',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'Maverik',\n",
       "  'Chevron',\n",
       "  'Associated Food Stores',\n",
       "  '7-Eleven US',\n",
       "  \"Wendy's\",\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Sheetz',\n",
       "  'Food Lion',\n",
       "  'Kroger',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  \"Wendy's\",\n",
       "  'Kroger',\n",
       "  'Dollar General',\n",
       "  'BP',\n",
       "  \"Hardee's\",\n",
       "  'Food Lion',\n",
       "  'Sheetz'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  'Giant Food Stores',\n",
       "  'Target',\n",
       "  'Chick-fil-A',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Kroger',\n",
       "  'Wawa',\n",
       "  'starbucks',\n",
       "  'Exxon Mobil',\n",
       "  'Food Lion',\n",
       "  '7-Eleven US',\n",
       "  'Target'],\n",
       " ['starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  'Sheetz',\n",
       "  'Target',\n",
       "  'Giant Food Stores'],\n",
       " ['Food Lion',\n",
       "  'walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  \"Bojangles'\",\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Sheetz',\n",
       "  'Sunoco',\n",
       "  'CITGO Petroleum'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  'Goodwill Industries',\n",
       "  'Food Lion',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  \"Hardee's\",\n",
       "  \"Bojangles'\",\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Sheetz',\n",
       "  \"Dunkin' Donuts\",\n",
       "  \"Wendy's\",\n",
       "  \"Love's Travel Stops and Country Stores\"],\n",
       " ['Wawa',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Amtrak',\n",
       "  'Chick-fil-A',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Sheetz',\n",
       "  'Target'],\n",
       " ['7-Eleven US',\n",
       "  'Food Lion',\n",
       "  'Chick-fil-A',\n",
       "  'Wawa',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Wendy's\",\n",
       "  'SUBWAY',\n",
       "  \"Lowe's\"],\n",
       " ['7-Eleven US',\n",
       "  'Food Lion',\n",
       "  'Wawa',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Wendy's\",\n",
       "  \"Lowe's\",\n",
       "  'SUBWAY'],\n",
       " ['Kroger',\n",
       "  'walmart',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\",\n",
       "  'Dollar Tree',\n",
       "  'Goodwill Industries',\n",
       "  \"Hardee's\",\n",
       "  'SUBWAY'],\n",
       " ['Fred Meyer',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'starbucks',\n",
       "  'WinCo Foods',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  'Burgerville'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Pet Pros',\n",
       "  'Chevron',\n",
       "  'Fred Meyer Jewelers',\n",
       "  '76',\n",
       "  'Goodwill Industries',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'Chevron',\n",
       "  '76',\n",
       "  'Dollar Tree',\n",
       "  'Jack in the Box',\n",
       "  'ARCO'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  '76',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'Dollar Tree',\n",
       "  'ARCO'],\n",
       " ['Safeway',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ConocoPhillips',\n",
       "  'SUBWAY',\n",
       "  'WinCo Foods',\n",
       "  'Dollar Tree',\n",
       "  'Fred Meyer Jewelers'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'WinCo Foods',\n",
       "  'ConocoPhillips',\n",
       "  'Safeway',\n",
       "  'Dollar Tree',\n",
       "  'Fred Meyer',\n",
       "  'Fred Meyer Jewelers'],\n",
       " ['Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ConocoPhillips',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Health Mart',\n",
       "  'SUBWAY',\n",
       "  'Fred Meyer',\n",
       "  'Fred Meyer Jewelers'],\n",
       " ['Safeway',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Marshalls',\n",
       "  'starbucks',\n",
       "  'Dollar Tree',\n",
       "  'Dairy Queen',\n",
       "  'Albertsons Market',\n",
       "  'Dutch Bros Coffee',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil'],\n",
       " ['Kwik Trip',\n",
       "  \"Culver's\",\n",
       "  'BP',\n",
       "  \"Menard's\",\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  'SUBWAY',\n",
       "  \"Pick 'n Save\",\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'CITGO Petroleum',\n",
       "  'BP',\n",
       "  \"Pick 'n Save\",\n",
       "  'Family Dollar Stores',\n",
       "  \"Wendy's\",\n",
       "  \"Culver's\",\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Kwik Trip',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  \"Culver's\",\n",
       "  'Walgreens',\n",
       "  'Pilot Travel Centers',\n",
       "  'Shell Oil',\n",
       "  'Mobil'],\n",
       " ['SUBWAY'],\n",
       " ['Yogen Fr√ºz'],\n",
       " ['SmartStyle Family Hair Salons'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  \"America's Thrift Store\"],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"America's Thrift Store\",\n",
       "  'Publix Super Markets',\n",
       "  'Marathon Petroleum',\n",
       "  \"Lowe's\",\n",
       "  'Sonic',\n",
       "  'Waffle House',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'Waffle House',\n",
       "  'Burger King US',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Chevron',\n",
       "  'Circle K Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Pilot Travel Centers',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Pilot Travel Centers',\n",
       "  'Waffle House',\n",
       "  'Exxon Mobil'],\n",
       " ['Circle K Stores',\n",
       "  'starbucks',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'Target'],\n",
       " ['Circle K Stores',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'The Home Depot',\n",
       "  'Dollar Tree'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Dollar Tree',\n",
       "  'Target',\n",
       "  'Shell Oil'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'SUBWAY',\n",
       "  'Walgreens',\n",
       "  'QuikTrip'],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Circle K Stores',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'The Home Depot',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'In-N-Out Burger'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  \"Casey's General Stores\",\n",
       "  'Phillips 66',\n",
       "  'SUBWAY',\n",
       "  'ConocoPhillips',\n",
       "  'Shell Oil',\n",
       "  'Harps Food Store'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Valero Energy',\n",
       "  'Family Dollar Stores',\n",
       "  'E-Z Mart'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  'Pizza Pro',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Valero Energy',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'Kroger'],\n",
       " ['Sonic',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Valero Energy',\n",
       "  \"Casey's General Stores\",\n",
       "  'SUBWAY',\n",
       "  'Kum & Go'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Valero Energy',\n",
       "  'Murphy USA',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Harps Food Store'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'ARCO',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Jack in the Box',\n",
       "  'Walgreens'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  '76',\n",
       "  'In-N-Out Burger',\n",
       "  'Safeway',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Taco Bell',\n",
       "  \"Carl's Jr.\",\n",
       "  'Valero Energy',\n",
       "  'Jack in the Box',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['Chevron',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  'Taco Bell',\n",
       "  'Jack in the Box',\n",
       "  'Dollar General',\n",
       "  'Save Mart Supermarkets',\n",
       "  'Dollar Tree',\n",
       "  'Circle K Stores'],\n",
       " ['Fastrip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'Vallarta Supermarkets',\n",
       "  '99 Cents Only Stores',\n",
       "  'Rite Aid'],\n",
       " ['mcdonalds',\n",
       "  'Fastrip',\n",
       "  'ARCO',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Dollar General'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Ralphs',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  'ARCO',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  '99 Cents Only Stores',\n",
       "  'SUBWAY',\n",
       "  'Food 4 Less'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Ross Stores',\n",
       "  'Chevron',\n",
       "  'Ralphs',\n",
       "  '76'],\n",
       " ['Jack in the Box',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'Food 4 Less',\n",
       "  'El Pollo Loco',\n",
       "  '99 Cents Only Stores',\n",
       "  '76'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Ralphs',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  'Target',\n",
       "  '7-Eleven US',\n",
       "  '76'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  '99 Cents Only Stores'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  'SUBWAY'],\n",
       " ['mcdonalds',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'El Pollo Loco',\n",
       "  'Ross Stores',\n",
       "  'Food 4 Less'],\n",
       " ['mcdonalds',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'Ross Stores',\n",
       "  'starbucks',\n",
       "  'Superior Grocers',\n",
       "  \"Carl's Jr.\",\n",
       "  '76'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'In-N-Out Burger',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  'Ralphs',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US'],\n",
       " ['mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'Food 4 Less',\n",
       "  '76',\n",
       "  'SUBWAY'],\n",
       " ['Chevron',\n",
       "  'Safeway',\n",
       "  'Taco Bell',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Save Mart Supermarkets',\n",
       "  'Chevron',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  \"Rita's Italian Ice\"],\n",
       " ['mcdonalds',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ARCO',\n",
       "  'Taco Bell',\n",
       "  'Target',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'In-N-Out Burger',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Del Taco',\n",
       "  'Michaels Stores',\n",
       "  'ARCO',\n",
       "  \"Carl's Jr.\"],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Del Taco',\n",
       "  'ARCO',\n",
       "  'Tesla Motors',\n",
       "  'The Home Depot',\n",
       "  'Ralphs'],\n",
       " ['starbucks',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'Del Taco',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  '7-Eleven US',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['ARCO',\n",
       "  'walmart',\n",
       "  '99 Cents Only Stores',\n",
       "  'Del Taco',\n",
       "  'Food 4 Less',\n",
       "  \"Carl's Jr.\",\n",
       "  'Jack in the Box',\n",
       "  'In-N-Out Burger',\n",
       "  'starbucks',\n",
       "  'Cardenas Markets'],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Taco Bell',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'SUBWAY'],\n",
       " ['ARCO',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Stater Bros. Markets',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  '99 Cents Only Stores'],\n",
       " ['Stater Bros. Markets',\n",
       "  'starbucks',\n",
       "  'ARCO',\n",
       "  'mcdonalds',\n",
       "  'Del Taco',\n",
       "  'In-N-Out Burger',\n",
       "  \"Baker's Drive Thru\",\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  'Chevron'],\n",
       " ['ARCO',\n",
       "  'Del Taco',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '99 Cents Only Stores',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'WinCo Foods'],\n",
       " ['starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil'],\n",
       " ['starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'ARCO',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  '99 Cents Only Stores',\n",
       "  'SUBWAY',\n",
       "  'walmart'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Walgreens',\n",
       "  'In-N-Out Burger',\n",
       "  'mcdonalds'],\n",
       " ['Chevron',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  'Dollar Tree'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Taco Bell',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'walmart',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Dollar Tree'],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'Taco Bell',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  \"Sam's Club\",\n",
       "  \"Carl's Jr.\",\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'ConocoPhillips',\n",
       "  'mcdonalds',\n",
       "  \"Loaf 'N Jug\",\n",
       "  'Shell Oil',\n",
       "  'Safeway',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'Sonic',\n",
       "  'Phillips 66'],\n",
       " ['King Soopers',\n",
       "  'ConocoPhillips',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Taco Bell',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'The Home Depot'],\n",
       " ['King Soopers',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'ConocoPhillips',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'Walgreens',\n",
       "  'Safeway',\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'King Soopers',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Kum & Go',\n",
       "  'ConocoPhillips',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'Walgreens'],\n",
       " [\"Dunkin' Donuts\", 'CVS', 'Stop & Shop'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Cumberland Farms',\n",
       "  'The Home Depot',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'Shell Oil',\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'The Home Depot',\n",
       "  'CITGO Petroleum',\n",
       "  'Sunoco',\n",
       "  'GameStop',\n",
       "  'T.J. Maxx'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'starbucks',\n",
       "  'Yale New Haven Hospital',\n",
       "  'Walgreens'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'walmart',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  'Walgreens',\n",
       "  'Yale New Haven Hospital',\n",
       "  'SUBWAY',\n",
       "  'Burger King US',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Publix Super Markets',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\",\n",
       "  'Walgreens',\n",
       "  'Pilot Travel Centers'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'The Home Depot'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Mobil',\n",
       "  'Dollar Tree',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\"],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'GATE',\n",
       "  'Walgreens',\n",
       "  'Chick-fil-A',\n",
       "  'Hallmark Cards',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  \"Wendy's\"],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Wawa',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'CVS'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  'starbucks'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Wawa',\n",
       "  '7-Eleven US',\n",
       "  'Target',\n",
       "  'CVS'],\n",
       " ['walmart',\n",
       "  'Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  'RaceTrac'],\n",
       " ['walmart',\n",
       "  'Publix Super Markets',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'RaceTrac',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  'The Home Depot'],\n",
       " ['Publix Super Markets',\n",
       "  'Walgreens',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Tesla Motors',\n",
       "  'Target',\n",
       "  'Pollo Tropical'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'CVS',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Tesla Motors',\n",
       "  'Mobil',\n",
       "  'Pollo Tropical'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'Pollo Tropical',\n",
       "  'SUBWAY',\n",
       "  'Mobil'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  'The Home Depot',\n",
       "  'Mobil',\n",
       "  'Pollo Tropical',\n",
       "  'starbucks'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar Tree',\n",
       "  'Winn Dixie',\n",
       "  'Target',\n",
       "  'GATE',\n",
       "  \"Zaxby's\"],\n",
       " ['Publix Super Markets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  'Shell Oil',\n",
       "  'The Home Depot',\n",
       "  'CVS',\n",
       "  'Target'],\n",
       " ['Publix Super Markets',\n",
       "  'mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Mobil',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  '7-Eleven US'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'CVS',\n",
       "  \"Dunkin' Donuts\",\n",
       "  '7-Eleven US',\n",
       "  'The Home Depot'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Wawa',\n",
       "  'RaceTrac',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A'],\n",
       " ['Publix Super Markets',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'RaceTrac',\n",
       "  'Tesla Motors',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['Publix Super Markets',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  'Shell Oil'],\n",
       " ['Publix Super Markets',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Wawa',\n",
       "  'Chick-fil-A',\n",
       "  'Target',\n",
       "  'Walgreens',\n",
       "  'Mobil',\n",
       "  'RaceTrac'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Publix Super Markets',\n",
       "  '7-Eleven US',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'RaceTrac',\n",
       "  'Circle K Stores',\n",
       "  'Wawa'],\n",
       " ['Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Goodwill Industries',\n",
       "  'Circle K Stores',\n",
       "  'Waffle House',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'Burger King US',\n",
       "  \"Zaxby's\"],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  \"Zaxby's\",\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  'BP',\n",
       "  'Circle K Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Burger King US',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  \"Wendy's\"],\n",
       " ['QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'mcdonalds',\n",
       "  'Waffle House',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Shell Oil',\n",
       "  'starbucks'],\n",
       " ['Chick-fil-A',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'Chevron',\n",
       "  'Publix Super Markets',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  \"Zaxby's\",\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'Burger King US',\n",
       "  'Marathon Petroleum',\n",
       "  'Goodwill Industries',\n",
       "  'Dollar Tree'],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Publix Super Markets',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Waffle House',\n",
       "  \"Wendy's\",\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Chick-fil-A',\n",
       "  \"Zaxby's\",\n",
       "  'Family Dollar Stores',\n",
       "  'Dairy Queen',\n",
       "  'Circle K Stores',\n",
       "  'Burger King US',\n",
       "  'Huddle House'],\n",
       " ['walmart',\n",
       "  'ConocoPhillips',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Good Neighbor Pharmacy',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'The Home Depot',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Jewel-Osco'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Family Dollar Stores',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Dollar Tree',\n",
       "  'CITGO Petroleum',\n",
       "  'Shell Oil'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Jewel-Osco',\n",
       "  'Shell Oil',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'Target',\n",
       "  'walmart',\n",
       "  \"Portillo's Restaurants\"],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Speedway',\n",
       "  'Walgreens',\n",
       "  'Pilot Travel Centers',\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'starbucks'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'BP',\n",
       "  'Family Dollar Stores',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Jewel-Osco',\n",
       "  'Dollar Tree',\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'mcdonalds',\n",
       "  'Marathon Petroleum',\n",
       "  'Dollar General',\n",
       "  \"Hardee's\",\n",
       "  'Dairy Queen',\n",
       "  'SUBWAY',\n",
       "  'CrossFit',\n",
       "  'Taco Bell'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'Phillips 66',\n",
       "  'Walgreens',\n",
       "  \"Steak 'n Shake\",\n",
       "  'IGA (Independent Grocers Alliance)'],\n",
       " ['mcdonalds',\n",
       "  'Walgreens',\n",
       "  'starbucks',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Target',\n",
       "  'Jewel-Osco'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'Pilot Travel Centers',\n",
       "  'Walgreens',\n",
       "  'Speedway',\n",
       "  \"Wendy's\",\n",
       "  'starbucks'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Jewel-Osco',\n",
       "  'Target',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Speedway',\n",
       "  'Shell Oil',\n",
       "  \"Portillo's Restaurants\",\n",
       "  'starbucks'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Jewel-Osco',\n",
       "  'Speedway',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Shell Oil',\n",
       "  'Target',\n",
       "  \"Menard's\",\n",
       "  'BP'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  \"Arby's\",\n",
       "  'Shell Oil',\n",
       "  'Dollar General'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY',\n",
       "  \"Casey's General Stores\",\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell',\n",
       "  'Speedway',\n",
       "  \"Arby's\"],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  'Speedway',\n",
       "  'Walgreens',\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Burger King US',\n",
       "  'Pilot Travel Centers'],\n",
       " ['mcdonalds',\n",
       "  'Pilot Travel Centers',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Burger King US',\n",
       "  'Sunoco',\n",
       "  'starbucks',\n",
       "  'TravelCenters of America',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'BP'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'Kroger',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Marathon Petroleum',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Marathon Petroleum',\n",
       "  'Thorntons',\n",
       "  'Dollar General',\n",
       "  'Dairy Queen',\n",
       "  'CVS',\n",
       "  'Schnucks',\n",
       "  \"Casey's General Stores\",\n",
       "  'SUBWAY'],\n",
       " [\"Casey's General Stores\",\n",
       "  'Hy-Vee',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Kum & Go',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Fareway Stores',\n",
       "  'Sinclair Oil',\n",
       "  'Shopko'],\n",
       " ['Hy-Vee',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'United States Postal Service (USPS)',\n",
       "  \"Menard's\",\n",
       "  'Dollar General',\n",
       "  \"Hardee's\"],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'Hy-Vee',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  \"Menard's\",\n",
       "  'Kum & Go',\n",
       "  'Dollar General',\n",
       "  'Pilot Travel Centers'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\",\n",
       "  'Marathon Petroleum',\n",
       "  'Pilot Travel Centers',\n",
       "  'SUBWAY',\n",
       "  'Family Dollar Stores',\n",
       "  'Dairy Queen'],\n",
       " ['Dollar General',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Marathon Petroleum',\n",
       "  'Dairy Queen',\n",
       "  'SUBWAY',\n",
       "  'Giant Food Stores',\n",
       "  \"Casey's General Stores\",\n",
       "  'Good Neighbor Pharmacy',\n",
       "  'Sonic'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'SUBWAY',\n",
       "  'Marathon Petroleum',\n",
       "  'Kroger',\n",
       "  'Pilot Travel Centers',\n",
       "  'starbucks'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'Thorntons',\n",
       "  'Speedway',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  \"Wendy's\"],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'Shell Oil',\n",
       "  'Speedway',\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  \"Lowe's\",\n",
       "  \"Wendy's\"],\n",
       " ['Walgreens',\n",
       "  'Shell Oil',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Rouses Markets',\n",
       "  'CVS',\n",
       "  'Exxon Mobil',\n",
       "  \"Wendy's\",\n",
       "  'Smoothie King'],\n",
       " ['walmart',\n",
       "  'Chevron',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Texaco',\n",
       "  'Exxon Mobil',\n",
       "  'Family Dollar Stores',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil'],\n",
       " ['Hannaford Supermarkets',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Irving Oil',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'CITGO Petroleum',\n",
       "  'Circle K Stores',\n",
       "  'Dollar Tree',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Royal Farms',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Giant Food Stores',\n",
       "  'Dollar Tree',\n",
       "  'BP',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['walmart',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  \"Rutter's Farm Stores\",\n",
       "  'Royal Farms',\n",
       "  'Burger King US',\n",
       "  'Weis Markets',\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  'Wawa',\n",
       "  'walmart',\n",
       "  '7-Eleven US',\n",
       "  'Sheetz',\n",
       "  'Chick-fil-A',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'Exxon Mobil'],\n",
       " ['mcdonalds',\n",
       "  'Sheetz',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  'Sunoco',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'Burger King US'],\n",
       " ['Royal Farms',\n",
       "  'Wawa',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  '7-Eleven US',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'walmart',\n",
       "  'The Home Depot'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Royal Farms',\n",
       "  'SUBWAY',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Giant Food Stores',\n",
       "  'Exxon Mobil'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  '7-Eleven US',\n",
       "  'Giant Food Stores',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'walmart'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Giant Food Stores',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'SUBWAY',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Shell Oil',\n",
       "  'CVS'],\n",
       " ['Giant Food Stores',\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  'Exxon Mobil',\n",
       "  'CVS',\n",
       "  'Sunoco',\n",
       "  'Chipotle Mexican Grill',\n",
       "  'Shell Oil',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['Royal Farms',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Wawa',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Food Lion',\n",
       "  'Dollar Tree'],\n",
       " ['mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Royal Farms',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Giant Food Stores',\n",
       "  'Family Dollar Stores',\n",
       "  'BP',\n",
       "  'walmart',\n",
       "  'Dollar Tree'],\n",
       " ['Stop & Shop',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'Mobil',\n",
       "  'Speedway',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Ocean State Job Lot',\n",
       "  \"BJ's Wholesale Club\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Cumberland Farms',\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot',\n",
       "  'walmart',\n",
       "  'Mobil',\n",
       "  'Big Y Foods',\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Mobil',\n",
       "  'Stop & Shop',\n",
       "  'Cumberland Farms',\n",
       "  \"Shaw's\",\n",
       "  'Target',\n",
       "  'The Home Depot'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'Cumberland Farms',\n",
       "  'mcdonalds',\n",
       "  'Market Basket',\n",
       "  \"Wendy's\",\n",
       "  'Target',\n",
       "  'Walgreens'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'Cumberland Farms',\n",
       "  'Market Basket',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Burger King US',\n",
       "  \"Wendy's\"],\n",
       " ['Meijer',\n",
       "  'mcdonalds',\n",
       "  'Burger King US',\n",
       "  \"Menard's\",\n",
       "  'Speedway',\n",
       "  'Marathon Petroleum',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'Shell Oil'],\n",
       " ['Meijer',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  'Tim Hortons',\n",
       "  'Speedway',\n",
       "  'Marathon Petroleum',\n",
       "  'BP',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'Taco Bell'],\n",
       " ['BP',\n",
       "  'Sunoco',\n",
       "  'Marathon Petroleum',\n",
       "  'Family Dollar Stores',\n",
       "  'CITGO Petroleum',\n",
       "  'mcdonalds',\n",
       "  'Health Mart',\n",
       "  'Dollar Tree',\n",
       "  'Mobil',\n",
       "  'Kroger'],\n",
       " ['mcdonalds',\n",
       "  'BP',\n",
       "  'Marathon Petroleum',\n",
       "  'Family Dollar Stores',\n",
       "  'Sunoco',\n",
       "  'Mobil',\n",
       "  'CITGO Petroleum',\n",
       "  'Dollar Tree',\n",
       "  'Kroger',\n",
       "  'Health Mart'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  'Meijer',\n",
       "  'BP',\n",
       "  'Marathon Petroleum',\n",
       "  'Tim Hortons',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'CVS',\n",
       "  'Speedway'],\n",
       " ['BP',\n",
       "  'The Home Depot',\n",
       "  'Marathon Petroleum',\n",
       "  'mcdonalds',\n",
       "  'Mobil',\n",
       "  'Family Dollar Stores',\n",
       "  'Health Mart',\n",
       "  'Meijer',\n",
       "  'CVS',\n",
       "  'CITGO Petroleum'],\n",
       " ['BP',\n",
       "  'Tim Hortons',\n",
       "  'Marathon Petroleum',\n",
       "  'Health Mart',\n",
       "  'Mobil',\n",
       "  'CITGO Petroleum',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  'Dollar Tree',\n",
       "  'Family Dollar Stores'],\n",
       " ['Holiday Station',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'SuperAmerica',\n",
       "  'Target',\n",
       "  'Caribou Coffee',\n",
       "  \"Menard's\",\n",
       "  'Kwik Trip',\n",
       "  'SUBWAY',\n",
       "  'Cub Foods'],\n",
       " ['Target',\n",
       "  'Holiday Station',\n",
       "  'Caribou Coffee',\n",
       "  'Cub Foods',\n",
       "  'mcdonalds',\n",
       "  'SuperAmerica',\n",
       "  'Walgreens',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'SUBWAY',\n",
       "  'starbucks'],\n",
       " ['Holiday Station',\n",
       "  'Target',\n",
       "  'SuperAmerica',\n",
       "  'Cub Foods',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'Caribou Coffee',\n",
       "  'Walgreens',\n",
       "  'Kwik Trip'],\n",
       " [\"Casey's General Stores\",\n",
       "  'walmart',\n",
       "  'Holiday Station',\n",
       "  'mcdonalds',\n",
       "  \"Menard's\",\n",
       "  'SUBWAY',\n",
       "  'Dairy Queen',\n",
       "  'Kwik Trip',\n",
       "  'Tesoro',\n",
       "  'SuperAmerica'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'Family Dollar Stores',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  \"fred's\",\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Circle K Stores',\n",
       "  \"Wendy's\"],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Phillips 66',\n",
       "  \"Casey's General Stores\",\n",
       "  'Dollar General',\n",
       "  'Taco Bell',\n",
       "  'Sonic',\n",
       "  'Walgreens',\n",
       "  'Hy-Vee',\n",
       "  'Goodwill Industries'],\n",
       " ['Dollar General',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Price Chopper',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'SUBWAY',\n",
       "  'Phillips 66',\n",
       "  'CVS'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  'Phillips 66',\n",
       "  'QuikTrip',\n",
       "  \"Casey's General Stores\",\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Shell Oil',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"Casey's General Stores\",\n",
       "  'Phillips 66',\n",
       "  'Burger King US',\n",
       "  \"Hardee's\",\n",
       "  'Dairy Queen',\n",
       "  'Taco Bell',\n",
       "  'Buchheit'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  \"Casey's General Stores\",\n",
       "  'Dollar General',\n",
       "  'Phillips 66',\n",
       "  'Goodwill Industries',\n",
       "  'SUBWAY',\n",
       "  'Sonic',\n",
       "  'Hobby Lobby Stores',\n",
       "  \"Applebee's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Phillips 66',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  'Taco Bell',\n",
       "  \"Casey's General Stores\",\n",
       "  'Walgreens',\n",
       "  \"Steak 'n Shake\",\n",
       "  'Dairy Queen'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Phillips 66',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Taco Bell',\n",
       "  'Schnucks',\n",
       "  \"Steak 'n Shake\",\n",
       "  'Dollar Tree',\n",
       "  'Dollar General'],\n",
       " ['ConocoPhillips',\n",
       "  'walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Albertsons Market',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'TownPump Convenience Stores',\n",
       "  'Sinclair Oil',\n",
       "  'Associated Food Stores',\n",
       "  'Target'],\n",
       " ['mcdonalds',\n",
       "  'Sinclair Oil',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Pilot Travel Centers',\n",
       "  'ConocoPhillips',\n",
       "  \"Casey's General Stores\",\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'United States Postal Service (USPS)',\n",
       "  'Shell Oil'],\n",
       " ['Hy-Vee',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Kum & Go',\n",
       "  'Phillips 66',\n",
       "  'Runza',\n",
       "  'Scooter‚Äôs Coffee and Yogurt',\n",
       "  'starbucks'],\n",
       " ['Hy-Vee',\n",
       "  'walmart',\n",
       "  \"Casey's General Stores\",\n",
       "  'Phillips 66',\n",
       "  'mcdonalds',\n",
       "  'Runza',\n",
       "  'Target',\n",
       "  'National Association for the Education of Young Children (NAEYC)',\n",
       "  'Walgreens',\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Hannaford Supermarkets',\n",
       "  'walmart',\n",
       "  'Cumberland Farms',\n",
       "  'Irving Oil',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'Market Basket'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'Stop & Shop',\n",
       "  'Tesla Motors',\n",
       "  'ShopRite',\n",
       "  'CVS',\n",
       "  'T.J. Maxx',\n",
       "  'Panera Bread',\n",
       "  'The Home Depot',\n",
       "  '7-Eleven US'],\n",
       " ['Wawa',\n",
       "  'ShopRite',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Rite Aid',\n",
       "  'Dollar General',\n",
       "  'Dollar Tree'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'Rite Aid',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'ShopRite',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US',\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Wawa',\n",
       "  'ShopRite',\n",
       "  'mcdonalds',\n",
       "  'The Home Depot',\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'Walgreens',\n",
       "  'Target',\n",
       "  'Dollar Tree'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Price Chopper',\n",
       "  'Sunoco',\n",
       "  'Cumberland Farms',\n",
       "  'CVS',\n",
       "  'Dollar Tree',\n",
       "  'Target'],\n",
       " [\"Stewart's Shops\",\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Price Chopper',\n",
       "  'walmart',\n",
       "  'Cumberland Farms',\n",
       "  'mcdonalds',\n",
       "  'Sunoco',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Spirit Halloween'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Rite Aid',\n",
       "  'C Town Supermarkets',\n",
       "  \"Modell's Sporting Goods\",\n",
       "  'Dollar Tree',\n",
       "  'starbucks',\n",
       "  'Popeyes Louisiana Kitchen'],\n",
       " ['walmart',\n",
       "  'Sunoco',\n",
       "  'mcdonalds',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'SUBWAY',\n",
       "  \"Stewart's Shops\",\n",
       "  'Mobil',\n",
       "  'Price Chopper',\n",
       "  'Dollar General',\n",
       "  'Kinney Drugs'],\n",
       " [\"Dunkin' Donuts\", 'Met Foodmarkets'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Burger King US',\n",
       "  'Baskin Robbins',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'CVS'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  'Baskin Robbins',\n",
       "  'Burger King US',\n",
       "  '7-Eleven US',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  '7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'BP',\n",
       "  'starbucks',\n",
       "  'The Home Depot',\n",
       "  'Baskin Robbins',\n",
       "  'SUBWAY'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Stop & Shop',\n",
       "  'BP',\n",
       "  'Target',\n",
       "  'Speedway',\n",
       "  'Baskin Robbins'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Duane Reade',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  '7-Eleven US',\n",
       "  'Burger King US'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'SUBWAY',\n",
       "  'Baskin Robbins',\n",
       "  'Rite Aid',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'Burger King US',\n",
       "  'Mobil'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Sunoco',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  \"Stewart's Shops\",\n",
       "  'CVS',\n",
       "  'starbucks',\n",
       "  'Pilot Travel Centers'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'ShopRite',\n",
       "  'Mobil',\n",
       "  'Planet Fitness',\n",
       "  'Exxon Mobil',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US',\n",
       "  'CITGO Petroleum',\n",
       "  'Health Mart',\n",
       "  'Rite Aid'],\n",
       " ['7-Eleven US',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'starbucks',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Party City'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  \"Stewart's Shops\",\n",
       "  'mcdonalds',\n",
       "  'Sunoco',\n",
       "  'CVS',\n",
       "  'Mobil',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Price Chopper',\n",
       "  'Speedway',\n",
       "  'walmart'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'SUBWAY',\n",
       "  'Mobil',\n",
       "  'The Home Depot',\n",
       "  'Shell Oil',\n",
       "  'Sunoco'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'Stop & Shop',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Shell Oil',\n",
       "  'Mobil',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Party City',\n",
       "  'Michaels Stores'],\n",
       " ['Food Lion',\n",
       "  'Dollar General',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\",\n",
       "  \"Hardee's\",\n",
       "  '7-Eleven US'],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'Goodwill Industries',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Food Lion',\n",
       "  \"Bojangles'\",\n",
       "  'Chick-fil-A',\n",
       "  'BP',\n",
       "  'Speedway'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Sheetz',\n",
       "  \"Bojangles'\",\n",
       "  'Food Lion',\n",
       "  'Goodwill Industries',\n",
       "  'BP',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\"],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Food Lion',\n",
       "  'Chick-fil-A',\n",
       "  \"Bojangles'\",\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Cook Out',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'BP',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  \"Dunkin' Donuts\",\n",
       "  \"Wendy's\",\n",
       "  'Sheetz'],\n",
       " [\"Bojangles'\",\n",
       "  'walmart',\n",
       "  'Speedway',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  'Dollar General',\n",
       "  'Family Dollar Stores',\n",
       "  'Handy Mart'],\n",
       " ['Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Circle K Stores',\n",
       "  \"Bojangles'\",\n",
       "  'Exxon Mobil',\n",
       "  'starbucks',\n",
       "  'Harris Teeter'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Family Dollar Stores',\n",
       "  'QuikTrip',\n",
       "  'Circle K Stores',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  \"Wendy's\"],\n",
       " ['Food Lion',\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  \"Bojangles'\",\n",
       "  'Chick-fil-A',\n",
       "  'Family Dollar Stores',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\",\n",
       "  'Dollar Tree'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Food Lion',\n",
       "  'Sheetz',\n",
       "  \"Bojangles'\",\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  'Target',\n",
       "  'Exxon Mobil',\n",
       "  'Family Dollar Stores'],\n",
       " ['walmart',\n",
       "  'Target',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  \"Bojangles'\",\n",
       "  'BP',\n",
       "  'Food Lion',\n",
       "  'Exxon Mobil',\n",
       "  'Kroger'],\n",
       " ['Chick-fil-A',\n",
       "  'Target',\n",
       "  'BP',\n",
       "  'mcdonalds',\n",
       "  'Food Lion',\n",
       "  'walmart',\n",
       "  'Sheetz',\n",
       "  \"Bojangles'\",\n",
       "  'Exxon Mobil',\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'BP',\n",
       "  \"Bojangles'\",\n",
       "  'Food Lion',\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  \"Hardee's\"],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  'BP',\n",
       "  'Pilot Travel Centers',\n",
       "  'Speedway',\n",
       "  'starbucks',\n",
       "  'Marathon Petroleum',\n",
       "  'Shell Oil'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Skyline Chili',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'Meijer',\n",
       "  'Walgreens',\n",
       "  \"Frisch's Big Boy\"],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Tim Hortons',\n",
       "  'Taco Bell'],\n",
       " ['mcdonalds',\n",
       "  'Kroger',\n",
       "  \"Wendy's\",\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'SUBWAY',\n",
       "  'walmart',\n",
       "  'Tim Hortons',\n",
       "  'BP',\n",
       "  'Giant Eagle'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Tim Hortons',\n",
       "  'Taco Bell',\n",
       "  'Meijer',\n",
       "  'GameStop'],\n",
       " ['Kroger',\n",
       "  'Speedway',\n",
       "  'mcdonalds',\n",
       "  \"Wendy's\",\n",
       "  'walmart',\n",
       "  'Family Dollar Stores',\n",
       "  'Tim Hortons',\n",
       "  'SUBWAY',\n",
       "  'Marathon Petroleum',\n",
       "  'BP'],\n",
       " ['Kroger',\n",
       "  'starbucks',\n",
       "  'Speedway',\n",
       "  'Skyline Chili',\n",
       "  \"Frisch's Big Boy\",\n",
       "  'White Castle',\n",
       "  \"Wendy's\",\n",
       "  'Gold Star Chili',\n",
       "  'Family Dollar Stores',\n",
       "  'Shell Oil'],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'Skyline Chili',\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'Speedway',\n",
       "  \"Frisch's Big Boy\",\n",
       "  'Meijer',\n",
       "  'Walgreens',\n",
       "  'walmart'],\n",
       " ['mcdonalds',\n",
       "  'Sunoco',\n",
       "  'Kroger',\n",
       "  'Family Dollar Stores',\n",
       "  'Speedway',\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  'Rite Aid',\n",
       "  'Dollar General',\n",
       "  \"Wendy's\"],\n",
       " ['Kroger',\n",
       "  'mcdonalds',\n",
       "  'Speedway',\n",
       "  'Meijer',\n",
       "  \"Wendy's\",\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Giant Eagle',\n",
       "  'Speedway',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell',\n",
       "  'Dollar General',\n",
       "  'Sheetz',\n",
       "  'Circle K Stores'],\n",
       " ['Speedway',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Giant Eagle',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell',\n",
       "  'Dollar General',\n",
       "  'Sheetz',\n",
       "  'Marathon Petroleum'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Phillips 66',\n",
       "  'mcdonalds',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'OnCue',\n",
       "  'Dollar General',\n",
       "  'Taco Bell',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'Phillips 66',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'mcdonalds',\n",
       "  'Valero Energy',\n",
       "  'SUBWAY',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'Phillips 66',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  \"Braum's Ice Cream and Dairy Stores\",\n",
       "  'Root 66 Propane',\n",
       "  'Pizza Hut'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'Dutch Bros Coffee',\n",
       "  'WinCo Foods',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Fred Meyer',\n",
       "  'Taco Bell',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'walmart'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Safeway',\n",
       "  'Chevron',\n",
       "  'Pilot Travel Centers',\n",
       "  'SUBWAY',\n",
       "  'starbucks',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Circle K Stores'],\n",
       " ['Giant Eagle',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  \"Wendy's\",\n",
       "  'Target',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Rite Aid'],\n",
       " ['Giant Eagle',\n",
       "  'Sheetz',\n",
       "  'mcdonalds',\n",
       "  \"Eat'n Park\",\n",
       "  'SHOP ‚Äôn SAVE Supermarkets',\n",
       "  'walmart',\n",
       "  \"Dunkin' Donuts\",\n",
       "  \"Wendy's\",\n",
       "  'Sunoco',\n",
       "  'Dollar General'],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Sunoco',\n",
       "  \"Wendy's\",\n",
       "  'Burger King US',\n",
       "  'Pilot Travel Centers',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['Wawa',\n",
       "  'Pet Valu',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'CVS',\n",
       "  'walmart',\n",
       "  'Giant Food Stores',\n",
       "  'mcdonalds',\n",
       "  'Dollar Tree',\n",
       "  'The Home Depot',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  'SUBWAY',\n",
       "  \"Wendy's\",\n",
       "  'Pilot Travel Centers',\n",
       "  'BP',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  'Sunoco'],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'Turkey Hill',\n",
       "  'CVS',\n",
       "  'Weis Markets',\n",
       "  'Sunoco',\n",
       "  'Giant Food Stores',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  \"Dunkin' Donuts\"],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Weis Markets',\n",
       "  'walmart',\n",
       "  'Giant Food Stores',\n",
       "  'Wegmans Food Markets',\n",
       "  'CVS',\n",
       "  'Sunoco'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Giant Food Stores',\n",
       "  'CVS',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'Dollar Tree',\n",
       "  'Target'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'CVS',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Rite Aid',\n",
       "  'Dollar Tree',\n",
       "  'ShopRite',\n",
       "  'walmart'],\n",
       " ['Wawa',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Sunoco',\n",
       "  'Rite Aid',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'ShopRite',\n",
       "  'Dollar Tree',\n",
       "  'walmart',\n",
       "  '7-Eleven US'],\n",
       " ['Kwik Fill',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Sheetz',\n",
       "  'Tops Friendly Markets',\n",
       "  'Tim Hortons',\n",
       "  \"Lowe's\",\n",
       "  'CITGO Petroleum',\n",
       "  'Country Fair',\n",
       "  \"Applebee's\"],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'Dollar Tree',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  \"BJ's Wholesale Club\",\n",
       "  'Target',\n",
       "  'Planet Fitness'],\n",
       " [\"Dunkin' Donuts\",\n",
       "  'Stop & Shop',\n",
       "  'CVS',\n",
       "  'Cumberland Farms',\n",
       "  'Anytime Fitness',\n",
       "  'Shell Oil',\n",
       "  'The Home Depot',\n",
       "  'Rite Aid',\n",
       "  'starbucks',\n",
       "  'Pet Valu'],\n",
       " ['QuikTrip',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Spinx',\n",
       "  'mcdonalds',\n",
       "  'CVS',\n",
       "  'Dollar General',\n",
       "  \"Bojangles'\",\n",
       "  'starbucks',\n",
       "  \"Zaxby's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Circle K Stores',\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  \"Bojangles'\",\n",
       "  \"Lowe's\",\n",
       "  'Shell Oil',\n",
       "  'CVS'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Circle K Stores',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Food Lion',\n",
       "  'Exxon Mobil',\n",
       "  'Dollar General',\n",
       "  \"Bojangles'\"],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Ingles Markets',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'QuikTrip',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\",\n",
       "  'starbucks'],\n",
       " ['Shell Oil',\n",
       "  'walmart',\n",
       "  'Dollar General',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'BP',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  \"Bojangles'\",\n",
       "  \"Lowe's\"],\n",
       " ['QuikTrip',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Ingles Markets',\n",
       "  'SUBWAY',\n",
       "  \"Bojangles'\",\n",
       "  'Spinx',\n",
       "  \"Zaxby's\"],\n",
       " ['Hy-Vee',\n",
       "  'walmart',\n",
       "  'BP',\n",
       "  'Lewis Drug',\n",
       "  'mcdonalds',\n",
       "  'Holiday Station',\n",
       "  'Burger King US',\n",
       "  \"Casey's General Stores\",\n",
       "  'Target',\n",
       "  \"Culver's\"],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  'Pilot Travel Centers',\n",
       "  'BP',\n",
       "  \"Wendy's\",\n",
       "  'Cracker Barrel'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Cracker Barrel',\n",
       "  'Sonic',\n",
       "  \"Hardee's\"],\n",
       " ['Dollar General'],\n",
       " ['Kroger',\n",
       "  'Food City',\n",
       "  'Dollar General',\n",
       "  'Sonic',\n",
       "  \"Bojangles'\",\n",
       "  'Cracker Barrel',\n",
       "  \"Zaxby's\"],\n",
       " ['walmart',\n",
       "  'Kroger',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Sonic',\n",
       "  'Family Dollar Stores',\n",
       "  \"Wendy's\"],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Family Dollar Stores',\n",
       "  'Walgreens',\n",
       "  'Kroger',\n",
       "  'Shell Oil',\n",
       "  'Dollar General',\n",
       "  'Marathon Petroleum',\n",
       "  'SUBWAY'],\n",
       " ['H-E-B',\n",
       "  'walmart',\n",
       "  'Circle K Stores',\n",
       "  'Whataburger',\n",
       "  'Valero Energy',\n",
       "  'mcdonalds',\n",
       "  'Bill Miller Bar-B-Q',\n",
       "  'Shell Oil',\n",
       "  'Exxon Mobil',\n",
       "  'Taco Cabana'],\n",
       " ['H-E-B',\n",
       "  'walmart',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Valero Energy',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'Sonic',\n",
       "  'RaceTrac',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'QuikTrip',\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger',\n",
       "  'RaceTrac',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'QuikTrip',\n",
       "  'Kroger',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  '7-Eleven US',\n",
       "  'QuikTrip',\n",
       "  'Shell Oil',\n",
       "  'Family Dollar Stores',\n",
       "  'Jack in the Box',\n",
       "  'Whataburger',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'starbucks',\n",
       "  'Shell Oil',\n",
       "  '7-Eleven US',\n",
       "  'Exxon Mobil',\n",
       "  'Chick-fil-A',\n",
       "  'Sonic'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'RaceTrac',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Kroger',\n",
       "  'Sonic'],\n",
       " ['walmart',\n",
       "  'H-E-B',\n",
       "  'Sonic',\n",
       "  'Whataburger',\n",
       "  \"Buc-ee's\",\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks',\n",
       "  'Whataburger',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'Kroger',\n",
       "  'H-E-B',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Sonic',\n",
       "  'Shell Oil'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'H-E-B',\n",
       "  'starbucks',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Walgreens',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  'Chevron'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'Exxon Mobil',\n",
       "  'H-E-B',\n",
       "  'Chevron',\n",
       "  'Walgreens'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil',\n",
       "  'Chevron',\n",
       "  'Chick-fil-A',\n",
       "  'Valero Energy',\n",
       "  'Family Dollar Stores',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Exxon Mobil',\n",
       "  'Chevron',\n",
       "  'Kroger'],\n",
       " ['walmart',\n",
       "  'Stripes Convenience Stores',\n",
       "  'Whataburger',\n",
       "  'H-E-B',\n",
       "  'Valero Energy',\n",
       "  'mcdonalds',\n",
       "  \"Buddy's\",\n",
       "  'Sunoco',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Sonic',\n",
       "  'Pilot Travel Centers',\n",
       "  'Whataburger',\n",
       "  \"Love's Travel Stops and Country Stores\",\n",
       "  'Valero Energy'],\n",
       " ['Sonic',\n",
       "  'walmart',\n",
       "  'Exxon Mobil',\n",
       "  'Time Warner Cable',\n",
       "  'Market Basket Foods',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Dairy Queen',\n",
       "  'Walgreens',\n",
       "  'Whataburger'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Exxon Mobil',\n",
       "  'Whataburger',\n",
       "  'Shell Oil',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'QuikTrip',\n",
       "  'Chicken Express',\n",
       "  'Valero Energy'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Whataburger',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'starbucks',\n",
       "  \"Buc-ee's\"],\n",
       " ['walmart',\n",
       "  'Chick-fil-A',\n",
       "  'Sonic',\n",
       "  'Whataburger',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Phillips 66',\n",
       "  'United Supermarkets',\n",
       "  'Stripes Convenience Stores',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'United Supermarkets',\n",
       "  'Sonic',\n",
       "  'Phillips 66',\n",
       "  'Valero Energy',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'Walgreens',\n",
       "  'Chick-fil-A',\n",
       "  'Whataburger'],\n",
       " ['walmart',\n",
       "  'Whataburger',\n",
       "  'Exxon Mobil',\n",
       "  'Sonic',\n",
       "  'Valero Energy',\n",
       "  \"Brookshire's Grocery Company\",\n",
       "  'Dairy Queen',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General'],\n",
       " ['Exxon Mobil', 'Sonic', 'Whataburger'],\n",
       " [\"Smith's Food & Drug Stores\",\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Associated Food Stores',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Maverik',\n",
       "  'Fred Meyer Jewelers',\n",
       "  \"Wendy's\",\n",
       "  'Sinclair Oil'],\n",
       " [\"Smith's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'walmart',\n",
       "  'Sinclair Oil',\n",
       "  '7-Eleven US',\n",
       "  'Associated Food Stores',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Corner Bakery Cafe',\n",
       "  'starbucks'],\n",
       " ['walmart',\n",
       "  'Associated Food Stores',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Maverik',\n",
       "  'Target',\n",
       "  'Chick-fil-A',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'Associated Food Stores',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Maverik',\n",
       "  \"Wendy's\",\n",
       "  'Taco Bell',\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Maverik',\n",
       "  \"Wendy's\",\n",
       "  'Associated Food Stores',\n",
       "  'SUBWAY',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  \"Arby's\"],\n",
       " ['walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  \"Smith's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Chick-fil-A',\n",
       "  'Costa Vida',\n",
       "  'Maverik',\n",
       "  'Associated Food Stores',\n",
       "  \"Wendy's\"],\n",
       " ['Mobil',\n",
       "  'Hannaford Supermarkets',\n",
       "  'Dollar General',\n",
       "  'Cumberland Farms',\n",
       "  'Irving Oil',\n",
       "  \"Dunkin' Donuts\",\n",
       "  'Rite Aid',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Sunoco'],\n",
       " ['mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Sheetz',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Shell Oil',\n",
       "  'Target'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Marathon Petroleum',\n",
       "  \"Hardee's\",\n",
       "  'Food City',\n",
       "  'Family Dollar Stores',\n",
       "  'SUBWAY',\n",
       "  'BP',\n",
       "  'Cracker Barrel'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sheetz',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  \"Lowe's\",\n",
       "  \"Hardee's\",\n",
       "  'SUBWAY',\n",
       "  'Cracker Barrel'],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'walmart',\n",
       "  'starbucks',\n",
       "  'Sheetz',\n",
       "  'Exxon Mobil',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Target'],\n",
       " ['7-Eleven US',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'Chick-fil-A',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'starbucks',\n",
       "  'Sheetz',\n",
       "  'Wawa',\n",
       "  'Target'],\n",
       " ['7-Eleven US',\n",
       "  'walmart',\n",
       "  'Wawa',\n",
       "  'Food Lion',\n",
       "  'Chick-fil-A',\n",
       "  'mcdonalds',\n",
       "  'Pennsylvania Real Estate and Investment Trust (PREIT)',\n",
       "  \"Wendy's\",\n",
       "  'Dollar Tree',\n",
       "  'SUBWAY'],\n",
       " ['Sheetz',\n",
       "  '7-Eleven US',\n",
       "  \"MARTIN'S Food Markets\",\n",
       "  'Exxon Mobil',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'walmart'],\n",
       " ['starbucks',\n",
       "  'Fred Meyer',\n",
       "  'walmart',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'WinCo Foods',\n",
       "  'Burgerville',\n",
       "  'Chevron',\n",
       "  'Dollar Tree',\n",
       "  'Safeway'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  'walmart',\n",
       "  'Fred Meyer',\n",
       "  'Chevron',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'WinCo Foods',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Taco Bell'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '76',\n",
       "  'Bartell Drugs',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  'mcdonalds',\n",
       "  '7-Eleven US'],\n",
       " ['starbucks',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Fred Meyer Jewelers',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  '76',\n",
       "  'Shell Oil',\n",
       "  'ARCO',\n",
       "  'Jack in the Box'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  'walmart',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Safeway',\n",
       "  'SUBWAY',\n",
       "  'ConocoPhillips',\n",
       "  'WinCo Foods',\n",
       "  'Dutch Bros Coffee',\n",
       "  'Albertsons Market'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  'Sheetz',\n",
       "  \"Wendy's\",\n",
       "  'Dollar General',\n",
       "  'Taco Bell',\n",
       "  'Kroger',\n",
       "  'Exxon Mobil',\n",
       "  'Speedway',\n",
       "  'SUBWAY'],\n",
       " ['Sheetz',\n",
       "  'mcdonalds',\n",
       "  'walmart',\n",
       "  'SUBWAY',\n",
       "  'Dollar General',\n",
       "  'Exxon Mobil',\n",
       "  '7-Eleven US',\n",
       "  'BP',\n",
       "  'Pilot Travel Centers',\n",
       "  'Chick-fil-A'],\n",
       " ['mcdonalds',\n",
       "  'walmart',\n",
       "  \"Wendy's\",\n",
       "  'Sheetz',\n",
       "  'SUBWAY',\n",
       "  'Exxon Mobil',\n",
       "  'Speedway',\n",
       "  'Dollar General',\n",
       "  'Taco Bell',\n",
       "  'Kroger'],\n",
       " ['SmartStyle Family Hair Salons'],\n",
       " ['SmartStyle Family Hair Salons'],\n",
       " ['Fresenius Medical Care North America'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'Chevron',\n",
       "  'Piggly Wiggly',\n",
       "  'Burger King US',\n",
       "  'Marathon Petroleum',\n",
       "  \"Zaxby's\",\n",
       "  'Chick-fil-A'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Burger King US',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'Shell Oil',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Dollar General',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'SUBWAY',\n",
       "  \"America's Thrift Store\",\n",
       "  'Dollar Tree'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  \"America's Thrift Store\",\n",
       "  'Chick-fil-A',\n",
       "  'Burger King US',\n",
       "  'SUBWAY',\n",
       "  'Circle K Stores',\n",
       "  'Dollar Tree',\n",
       "  'Waffle House'],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  \"Jack's Family Restaurants\",\n",
       "  'Shell Oil',\n",
       "  'Burger King US',\n",
       "  'Chevron',\n",
       "  'SUBWAY',\n",
       "  \"Arby's\"],\n",
       " ['walmart',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Chick-fil-A',\n",
       "  'Chevron',\n",
       "  'Shell Oil',\n",
       "  'Winn Dixie',\n",
       "  'CVS',\n",
       "  \"America's Thrift Store\",\n",
       "  'Circle K Stores'],\n",
       " ['starbucks',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Holiday Station',\n",
       "  'Target',\n",
       "  'SUBWAY',\n",
       "  'Taco Bell',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'Fred Meyer Jewelers'],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Circle K Stores',\n",
       "  'mcdonalds',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Chevron',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Target',\n",
       "  \"Denny's\"],\n",
       " ['walmart',\n",
       "  'starbucks',\n",
       "  'Circle K Stores',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'The Home Depot',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'Circle K Stores',\n",
       "  'QuikTrip',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Walgreens',\n",
       "  'Jack in the Box',\n",
       "  'Chevron',\n",
       "  'SUBWAY'],\n",
       " ['Circle K Stores',\n",
       "  'starbucks',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'walmart',\n",
       "  'Shell Oil',\n",
       "  'Walgreens',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Chevron'],\n",
       " ['Circle K Stores',\n",
       "  'QuikTrip',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'Burger King US'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Jack in the Box',\n",
       "  'Shell Oil',\n",
       "  'Chevron'],\n",
       " ['Circle K Stores',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'QuikTrip',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'Chevron'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Walgreens',\n",
       "  'Chevron',\n",
       "  'Taco Bell',\n",
       "  'Shell Oil'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'QuikTrip',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Taco Bell',\n",
       "  'Walgreens',\n",
       "  'Shell Oil',\n",
       "  'Chevron'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'mcdonalds',\n",
       "  'QuikTrip',\n",
       "  'Dollar Tree',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Walgreens',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Family Dollar Stores'],\n",
       " ['Circle K Stores',\n",
       "  'walmart',\n",
       "  'Dollar Tree',\n",
       "  'QuikTrip',\n",
       "  'mcdonalds',\n",
       "  'Burger King US',\n",
       "  'starbucks',\n",
       "  'Jack in the Box',\n",
       "  \"Fry's Food & Drug Stores\",\n",
       "  'Ross Stores'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Valero Energy',\n",
       "  'Kroger',\n",
       "  'Exxon Mobil'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Valero Energy',\n",
       "  'Dollar General',\n",
       "  'Shell Oil',\n",
       "  'SUBWAY',\n",
       "  'Chick-fil-A',\n",
       "  'Walgreens',\n",
       "  'Taco Bell'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'Dollar General',\n",
       "  'mcdonalds',\n",
       "  'Exxon Mobil',\n",
       "  'Valero Energy',\n",
       "  'Baptist Health',\n",
       "  'Shell Oil',\n",
       "  'Family Dollar Stores',\n",
       "  'SUBWAY'],\n",
       " ['walmart',\n",
       "  'Sonic',\n",
       "  'mcdonalds',\n",
       "  'Dollar General',\n",
       "  'SUBWAY',\n",
       "  'Phillips 66',\n",
       "  'Shell Oil',\n",
       "  'Chick-fil-A',\n",
       "  'Exxon Mobil',\n",
       "  \"Casey's General Stores\"],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  'Shell Oil',\n",
       "  'ARCO',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Target',\n",
       "  'Jack in the Box',\n",
       "  '76',\n",
       "  'walmart',\n",
       "  '7-Eleven US',\n",
       "  'Safeway'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'mcdonalds',\n",
       "  'Safeway',\n",
       "  '7-Eleven US',\n",
       "  'In-N-Out Burger',\n",
       "  'SUBWAY',\n",
       "  'walmart'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'Taco Bell',\n",
       "  'ARCO',\n",
       "  'Dutch Bros Coffee',\n",
       "  'Chevron',\n",
       "  'Safeway',\n",
       "  'mcdonalds',\n",
       "  'WinCo Foods',\n",
       "  'starbucks',\n",
       "  'walmart'],\n",
       " ['starbucks',\n",
       "  'Ralphs',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Shell Oil',\n",
       "  'ARCO',\n",
       "  'SUBWAY'],\n",
       " ['mcdonalds',\n",
       "  'starbucks',\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'ARCO',\n",
       "  '99 Cents Only Stores',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '76'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  '7-Eleven US',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['mcdonalds',\n",
       "  '7-Eleven US',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'starbucks',\n",
       "  'Chevron',\n",
       "  '76',\n",
       "  'SUBWAY',\n",
       "  'Food 4 Less',\n",
       "  'Ralphs'],\n",
       " ['ARCO',\n",
       "  'mcdonalds',\n",
       "  'starbucks',\n",
       "  'Jack in the Box',\n",
       "  '7-Eleven US',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'walmart',\n",
       "  'Target',\n",
       "  '99 Cents Only Stores'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  '7-Eleven US',\n",
       "  'Ralphs',\n",
       "  'ARCO',\n",
       "  'In-N-Out Burger',\n",
       "  'CVS',\n",
       "  'Chevron'],\n",
       " ['Costco Wholesale Corp.',\n",
       "  'starbucks',\n",
       "  'mcdonalds',\n",
       "  'Target',\n",
       "  '7-Eleven US',\n",
       "  'ARCO',\n",
       "  'Jack in the Box',\n",
       "  'Ralphs',\n",
       "  'In-N-Out Burger',\n",
       "  'CVS'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Jack in the Box',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US',\n",
       "  'SUBWAY'],\n",
       " ['starbucks',\n",
       "  'Target',\n",
       "  'Chevron',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'Ralphs',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'ARCO',\n",
       "  'SUBWAY',\n",
       "  'CVS'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'Costco Wholesale Corp.',\n",
       "  '7-Eleven US',\n",
       "  'Ralphs',\n",
       "  'Jack in the Box'],\n",
       " ['walmart',\n",
       "  'mcdonalds',\n",
       "  'Chevron',\n",
       "  'starbucks',\n",
       "  'Valero Energy',\n",
       "  'Taco Bell',\n",
       "  'Save Mart Supermarkets',\n",
       "  'ARCO',\n",
       "  'Dollar Tree',\n",
       "  \"Carl's Jr.\"],\n",
       " ['starbucks',\n",
       "  'Chevron',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'mcdonalds',\n",
       "  'In-N-Out Burger',\n",
       "  'ARCO',\n",
       "  'Del Taco',\n",
       "  'Tesla Motors',\n",
       "  'Jack in the Box'],\n",
       " ['starbucks',\n",
       "  'Target',\n",
       "  'In-N-Out Burger',\n",
       "  'Del Taco',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  \"Carl's Jr.\",\n",
       "  '7-Eleven US',\n",
       "  'Jack in the Box',\n",
       "  'Costco Wholesale Corp.'],\n",
       " ['starbucks',\n",
       "  'mcdonalds',\n",
       "  'ARCO',\n",
       "  'Chevron',\n",
       "  'In-N-Out Burger',\n",
       "  'Target',\n",
       "  'Costco Wholesale Corp.',\n",
       "  'Jack in the Box',\n",
       "  'SUBWAY',\n",
       "  'walmart'],\n",
       " ['ARCO',\n",
       "  'walmart',\n",
       "  'Jack in the Box',\n",
       "  'mcdonalds',\n",
       "  'Del Taco',\n",
       "  'Chevron',\n",
       "  'Dollar Tree',\n",
       "  \"Carl's Jr.\",\n",
       "  'starbucks',\n",
       "  'Stater Bros. Markets'],\n",
       " ...]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def prefunction(x) :\n",
    "    x = json.loads(x)\n",
    "    if not x :\n",
    "        return np.nan\n",
    "    else :\n",
    "        return x\n",
    "\n",
    "converts = {\n",
    "    \"visitor_home_cbgs\":prefunction,\n",
    "    \"visitor_work_cbgs\":prefunction,\n",
    "    \"related_same_day_brand\":prefunction,\n",
    "    \"related_same_month_brand\":prefunction,\n",
    "    \"top_brands\":prefunction,\n",
    "    \"popularity_by_hour\":prefunction,\n",
    "    \"popularity_by_day\":prefunction\n",
    "}\n",
    "    \n",
    "data = pd.read_csv(\"cbg_patterns.csv\",converters = converts)\n",
    "\n",
    "dataSet = list(data[\"related_same_month_brand\"].dropna())\n",
    "dataSet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.找出频繁项集\n",
    "利用FP-Growth算法，构造FP-tree，从FP-tree中找到频繁项集。设置最小支持度为0.2\n",
    "\n",
    "输出所有频繁项集，及其支持度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'generator'>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fluent_patterns</th>\n",
       "      <th>support</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[mcdonalds]</td>\n",
       "      <td>0.948042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[walmart]</td>\n",
       "      <td>0.754744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[mcdonalds, walmart]</td>\n",
       "      <td>0.740714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[SUBWAY]</td>\n",
       "      <td>0.481630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[mcdonalds, SUBWAY]</td>\n",
       "      <td>0.474283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[walmart, SUBWAY]</td>\n",
       "      <td>0.360681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[mcdonalds, walmart, SUBWAY]</td>\n",
       "      <td>0.358426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[Shell Oil]</td>\n",
       "      <td>0.358114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[mcdonalds, Shell Oil]</td>\n",
       "      <td>0.346091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[walmart, Shell Oil]</td>\n",
       "      <td>0.303474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[mcdonalds, walmart, Shell Oil]</td>\n",
       "      <td>0.298459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[Dollar General]</td>\n",
       "      <td>0.280245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[mcdonalds, Dollar General]</td>\n",
       "      <td>0.274151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[walmart, Dollar General]</td>\n",
       "      <td>0.272337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[mcdonalds, walmart, Dollar General]</td>\n",
       "      <td>0.267717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[Chick-fil-A]</td>\n",
       "      <td>0.216071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[mcdonalds, Chick-fil-A]</td>\n",
       "      <td>0.211328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[walmart, Chick-fil-A]</td>\n",
       "      <td>0.205716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[mcdonalds, walmart, Chick-fil-A]</td>\n",
       "      <td>0.202565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[Chevron]</td>\n",
       "      <td>0.215291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[mcdonalds, Chevron]</td>\n",
       "      <td>0.201362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[starbucks]</td>\n",
       "      <td>0.411780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[mcdonalds, starbucks]</td>\n",
       "      <td>0.393319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[walmart, starbucks]</td>\n",
       "      <td>0.237545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[mcdonalds, walmart, starbucks]</td>\n",
       "      <td>0.233839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[SUBWAY, starbucks]</td>\n",
       "      <td>0.204223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[Walgreens]</td>\n",
       "      <td>0.231681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[mcdonalds, Walgreens]</td>\n",
       "      <td>0.226469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[Target]</td>\n",
       "      <td>0.249146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[mcdonalds, Target]</td>\n",
       "      <td>0.238505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[7-Eleven US]</td>\n",
       "      <td>0.204692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[Dunkin' Donuts]</td>\n",
       "      <td>0.237789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[mcdonalds, Dunkin' Donuts]</td>\n",
       "      <td>0.225885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[BP]</td>\n",
       "      <td>0.210382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[mcdonalds, BP]</td>\n",
       "      <td>0.207392</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         fluent_patterns   support\n",
       "0                            [mcdonalds]  0.948042\n",
       "1                              [walmart]  0.754744\n",
       "2                   [mcdonalds, walmart]  0.740714\n",
       "3                               [SUBWAY]  0.481630\n",
       "4                    [mcdonalds, SUBWAY]  0.474283\n",
       "5                      [walmart, SUBWAY]  0.360681\n",
       "6           [mcdonalds, walmart, SUBWAY]  0.358426\n",
       "7                            [Shell Oil]  0.358114\n",
       "8                 [mcdonalds, Shell Oil]  0.346091\n",
       "9                   [walmart, Shell Oil]  0.303474\n",
       "10       [mcdonalds, walmart, Shell Oil]  0.298459\n",
       "11                      [Dollar General]  0.280245\n",
       "12           [mcdonalds, Dollar General]  0.274151\n",
       "13             [walmart, Dollar General]  0.272337\n",
       "14  [mcdonalds, walmart, Dollar General]  0.267717\n",
       "15                         [Chick-fil-A]  0.216071\n",
       "16              [mcdonalds, Chick-fil-A]  0.211328\n",
       "17                [walmart, Chick-fil-A]  0.205716\n",
       "18     [mcdonalds, walmart, Chick-fil-A]  0.202565\n",
       "19                             [Chevron]  0.215291\n",
       "20                  [mcdonalds, Chevron]  0.201362\n",
       "21                           [starbucks]  0.411780\n",
       "22                [mcdonalds, starbucks]  0.393319\n",
       "23                  [walmart, starbucks]  0.237545\n",
       "24       [mcdonalds, walmart, starbucks]  0.233839\n",
       "25                   [SUBWAY, starbucks]  0.204223\n",
       "26                           [Walgreens]  0.231681\n",
       "27                [mcdonalds, Walgreens]  0.226469\n",
       "28                              [Target]  0.249146\n",
       "29                   [mcdonalds, Target]  0.238505\n",
       "30                         [7-Eleven US]  0.204692\n",
       "31                      [Dunkin' Donuts]  0.237789\n",
       "32           [mcdonalds, Dunkin' Donuts]  0.225885\n",
       "33                                  [BP]  0.210382\n",
       "34                       [mcdonalds, BP]  0.207392"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequent_itemsets = fpg.find_frequent_itemsets(dataSet, minimum_support=0.2*len(dataSet), include_support=True)\n",
    "print(type(frequent_itemsets))   # print type\n",
    "\n",
    "result = []\n",
    "for itemset, support in frequent_itemsets:    # 将generator结果存入list\n",
    "    result.append((itemset, support/len(dataSet)))\n",
    "\n",
    "    \n",
    "result_patterns = [i[0] for i in result]\n",
    "result_support = [i[1] for i in result]\n",
    "patterns_df = pd.DataFrame({\"fluent_patterns\":result_patterns,\"support\":result_support})\n",
    "patterns = {}\n",
    "for i in result :\n",
    "    patterns[frozenset(sorted(i[0]))] = i[1]\n",
    "patterns_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.导出关联规则\n",
    "从FP-tree和频繁项集中导出关联规则，并计算关联规则的置信度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rules_a</th>\n",
       "      <th>rules_b</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(SUBWAY, walmart)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.993748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(BP)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.985789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(SUBWAY)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.984744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(Chick-fil-A, walmart)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.984686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(starbucks, walmart)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.984399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(Shell Oil, walmart)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.983475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(Dollar General, walmart)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.983036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(walmart)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.981411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(Dollar General)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.978254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(Chick-fil-A)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.978045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(Walgreens)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.977502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>(mcdonalds, Dollar General)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.976531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>(Dollar General)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.971782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>(Shell Oil)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.966427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>(mcdonalds, Chick-fil-A)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.958537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>(Target)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.957292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>(Dollar General)</td>\n",
       "      <td>(mcdonalds, walmart)</td>\n",
       "      <td>0.955296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>(starbucks)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.955167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(Chick-fil-A)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.952072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>(Dunkin' Donuts)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.949941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>(Chick-fil-A)</td>\n",
       "      <td>(mcdonalds, walmart)</td>\n",
       "      <td>0.937492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>(Chevron)</td>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>0.935303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>(mcdonalds, Shell Oil)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.862371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>(Shell Oil)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.847422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>(Shell Oil)</td>\n",
       "      <td>(mcdonalds, walmart)</td>\n",
       "      <td>0.833419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>(mcdonalds)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.781310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>(mcdonalds, SUBWAY)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.755723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>(SUBWAY)</td>\n",
       "      <td>(walmart)</td>\n",
       "      <td>0.748875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>(SUBWAY)</td>\n",
       "      <td>(mcdonalds, walmart)</td>\n",
       "      <td>0.744193</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        rules_a               rules_b  confidence\n",
       "0             (SUBWAY, walmart)           (mcdonalds)    0.993748\n",
       "1                          (BP)           (mcdonalds)    0.985789\n",
       "2                      (SUBWAY)           (mcdonalds)    0.984744\n",
       "3        (Chick-fil-A, walmart)           (mcdonalds)    0.984686\n",
       "4          (starbucks, walmart)           (mcdonalds)    0.984399\n",
       "5          (Shell Oil, walmart)           (mcdonalds)    0.983475\n",
       "6     (Dollar General, walmart)           (mcdonalds)    0.983036\n",
       "7                     (walmart)           (mcdonalds)    0.981411\n",
       "8              (Dollar General)           (mcdonalds)    0.978254\n",
       "9                 (Chick-fil-A)           (mcdonalds)    0.978045\n",
       "10                  (Walgreens)           (mcdonalds)    0.977502\n",
       "11  (mcdonalds, Dollar General)             (walmart)    0.976531\n",
       "12             (Dollar General)             (walmart)    0.971782\n",
       "13                  (Shell Oil)           (mcdonalds)    0.966427\n",
       "14     (mcdonalds, Chick-fil-A)             (walmart)    0.958537\n",
       "15                     (Target)           (mcdonalds)    0.957292\n",
       "16             (Dollar General)  (mcdonalds, walmart)    0.955296\n",
       "17                  (starbucks)           (mcdonalds)    0.955167\n",
       "18                (Chick-fil-A)             (walmart)    0.952072\n",
       "19             (Dunkin' Donuts)           (mcdonalds)    0.949941\n",
       "20                (Chick-fil-A)  (mcdonalds, walmart)    0.937492\n",
       "21                    (Chevron)           (mcdonalds)    0.935303\n",
       "22       (mcdonalds, Shell Oil)             (walmart)    0.862371\n",
       "23                  (Shell Oil)             (walmart)    0.847422\n",
       "24                  (Shell Oil)  (mcdonalds, walmart)    0.833419\n",
       "25                  (mcdonalds)             (walmart)    0.781310\n",
       "26          (mcdonalds, SUBWAY)             (walmart)    0.755723\n",
       "27                     (SUBWAY)             (walmart)    0.748875\n",
       "28                     (SUBWAY)  (mcdonalds, walmart)    0.744193"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_rules(patterns, min_confidence):\n",
    "    patterns_group = group_patterns_by_length(patterns)\n",
    "    raw_rules = defaultdict(set)\n",
    "    for length, pattern_list in patterns_group.items():\n",
    "        if length == 1:\n",
    "            continue\n",
    "        for pattern, support in pattern_list:\n",
    "            item_list = list(pattern)\n",
    "            for window_size in range(1, length):\n",
    "                for i in range(0, length - window_size):\n",
    "                    for j in range(i + window_size, length):\n",
    "                        base_set = frozenset(item_list[i:j])\n",
    "                        predict_set = frozenset(pattern - base_set)\n",
    "                        confidence = support / patterns.get(base_set)\n",
    "                        if confidence > min_confidence:\n",
    "                            raw_rules[base_set].add((predict_set, confidence))\n",
    "\n",
    "                        base_set, predict_set = predict_set, base_set\n",
    "                        confidence = support / patterns.get(base_set)\n",
    "                        if confidence > min_confidence:\n",
    "                            raw_rules[base_set].add((predict_set, confidence))\n",
    "    return raw_rules\n",
    "\n",
    "def group_patterns_by_length(patterns):\n",
    "    result = defaultdict(list)\n",
    "    for pattern, support in patterns.items():\n",
    "        result[len(pattern)].append((pattern, support))\n",
    "    return result\n",
    "\n",
    "def transform(raw_rules):\n",
    "    result = list()\n",
    "    for base_set, predict_set_list in raw_rules.items():\n",
    "        for predict_set, confidence in predict_set_list:\n",
    "            result.append((base_set, predict_set, confidence))\n",
    "    \n",
    "    return result\n",
    "\n",
    "raw_rules = generate_rules(patterns, 0.7)\n",
    "rules = transform(raw_rules)\n",
    "rules.sort(key=lambda x: x[2], reverse=True)\n",
    "rules_a = [i[0] for i in rules]\n",
    "rules_b = [i[1] for i in rules]\n",
    "confidence = [i[2] for i in rules]\n",
    "rules_df = pd.DataFrame({\"rules_a\":rules_a,\"rules_b\":rules_b,\"confidence\":confidence})\n",
    "rules_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.对关联规则进行评价\n",
    "使用Lift和全置信度指标进行评价。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lift= []\n",
    "fsupport = []\n",
    "\n",
    "# 计算Lift\n",
    "for index,row in rules_df.iterrows():\n",
    "    temp = patterns[row[\"rules_a\"]|row[\"rules_b\"]] / patterns[row[\"rules_a\"]] / patterns[row[\"rules_b\"]] \n",
    "    lift.append(temp)\n",
    "rules_df[\"lift\"] = lift\n",
    "\n",
    "# 计算kulc\n",
    "for index,row in rules_df.iterrows():\n",
    "    temp = patterns[row[\"rules_a\"]|row[\"rules_b\"]] / patterns[row[\"rules_b\"]]\n",
    "    fsupport.append( (row[\"confidence\"]+temp)/2 )\n",
    "rules_df[\"kulc\"] = fsupport\n",
    "rules_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.可视化展示挖掘结果 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig,axes = plt.subplots(1,2,figsize=(20,5))\n",
    "rules_df.plot(kind='hexbin',x=\"confidence\",y=\"lift\",C=\"kulc\",gridsize=10,ax = axes[0],title='Picture 1: evaluation')\n",
    "\n",
    "axes[1].bar([str(i) for i in patterns_df[\"fluent_patterns\"]],patterns_df[\"support\"])\n",
    "axes[1].set_xticklabels([str(i) for i in patterns_df[\"fluent_patterns\"]],rotation=90)\n",
    "axes[1].set_xlabel(\"frequent item set\")\n",
    "axes[1].set_ylabel(\"support\")\n",
    "axes[1].set_title(\"Picture2: support of frequent item set\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Picture1展示了每个频繁规则的置信度、提升度、kulc。一般情况下，我们认为提升度大于3的关联规则是一个比较强的关联规则，当提升度为1时两者没有关联，但本数据集中关联规则的提升度大多在1-1.3，所以是比较弱的关联规则。\n",
    "Picture2展示了所有频繁项集的支持度，可见最受欢迎的品牌是麦当劳，紧随其后的是沃尔玛，同时去麦当劳和沃尔玛的人也很多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.barh([str(i)+\"->\"+str(j) for i,j in zip(rules_df[\"rules_a\"],rules_df[\"rules_b\"])], [i for i in rules_df[\"confidence\"]], height=0.7, align='center', color='#AAAAAA')\n",
    "# ax.set_yticklabels(rules_df[\"confidence\"])      # 也可以在这里设置 条条 的标签~\n",
    "ax.set_xlabel('confidence')\n",
    "ax.set_ylabel('association rules')\n",
    "ax.invert_yaxis()\n",
    "ax.set_title('Picture3: confidence of association rules')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Picture3展示了所有的关联规则及其对应的置信度，从图中可以看出，所有关联规则的置信度都大于70%。尤其是第一条，去过SUBWAY和walmart的人几乎肯定会去mcdonalds。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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